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  • Svahn, Simon
    Linköping University, Department of Electrical Engineering, Automatic Control.
    Optimizing lowconcentration refineries: Replacing a fuzzy controller with a PI controller at alow concentration refinery2025Independent thesis Advanced level (degree of Master (Two Years)), 28 HE creditsStudent thesis
    Abstract [en]

    The pulp needed to make paper can be done in several ways. At Holmen papermill Braviken pulp is made by thermomechanical pulping (TMP) where the wood chips are ground to pulp by refineries powered by large electric motors. In these processes a low concentration refinery (LC-refinery) is a specific type of refinery.   

    At Braviken, there is a particular LC-refinery called LCS2. The power of the refinery can be changed by running a second, smaller motor which is changing the distance between the two disks where the pulp is going through. The power of the large motor is controlled by a simple strategy, if the power is unsatisfactory, the small motor runs for two seconds. The system has a tendency to overreact and oscillate between low and high power. A new type of controller, a PI (proportional-integral) controller, was proposed which varied the time of the pulses depending on the amplitude of the error.  

    The system together with the new and the old controller was rigorously simulated.  The new controller was made sure to be robust, then it was implemented in the real system and the result was analyzed.   

    After LCS2, the pulp can go into three different valves. Because changes in the flow of one valve affect pressure, it can in turn affect the other valves' flows. The two valves which made the pulp proceed to the strainer were not controlled by the controllers, but were instead run manually, to reduce the risk of oscillation. The three valves were viewed as one large system with three inputs and three outputs. This system was analyzed and simulated, enabling autonomous operation without human intervention in the real system. 

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  • Jaarsma, Pier
    et al.
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Society and Health. Linköping University, Faculty of Medicine and Health Sciences.
    Eklund Saksberg, My
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Nursing Sciences and Reproductive Health. Linköping University, Faculty of Medicine and Health Sciences.
    Bielsten, Therése
    Jönköping University, Jönköping, Sweden.
    Cahill, Suzanne
    Trinity College Dublin, Dublin, Ireland; Jönköping University, Jönköping, Sweden.
    Jaarsma, Tiny
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Nursing Sciences and Reproductive Health. Linköping University, Faculty of Medicine and Health Sciences.
    Gelhaus, Petra
    Region Östergötland, Psykiatricentrum, Psykiatriska kliniken i Motala-Mjölby.
    Moral Challenges and Responsibilities in Caring for Relatives of Older Nursing Home Residents During the COVID-19 Pandemic in Sweden2025In: Health Care Analysis, ISSN 1065-3058, E-ISSN 1573-3394Article in journal (Refereed)
    Abstract [en]

    Caring for relatives of older nursing home residents during COVID-19 was sometimes morally challenging for nursing home nurses. We identified four moral challenges: (1) providing versus withholding information, (2) respecting relatives’ wishes versus acting in accordance with professional standards, (3) acting in accordance with versus contrary to advance care plans, and (4) heeding versus ignoring visiting prohibitions. Care ethicist Margaret Urban Walker’s framework of moral responsibility together with values listed in the ICN code of ethics for nurses were used as points of departure for reflection on these moral challenges. Each challenge was described, and moral responsibilities were charted and discussed in terms of moral relationships between nursing home nurses and the relatives of older residents, nurses’ moral identity as a nurse, and nursing’s moral values as listed in the ICN code of ethics for nurses. Nursing home nurses’ moral responsibilities could be connected to many moral values of the nursing profession, such as empathy, responsiveness, caring, advocacy, equality, inclusivity, and compassion. However, these values have a limited effect on direct moral action, as different values can be addressed for opposite action alternatives.

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  • Wahllöf, Oscar
    Linköping University, Department of Electrical Engineering, Electronics and Computer Engineering.
    Automatic Modulation Classification: Dataflow Hardware Acceleration on FPGA2025Independent thesis Advanced level (degree of Master (Two Years)), 28 HE creditsStudent thesis
    Abstract [en]

    This thesis details the full process of producing a system in the form of a dataflow accelerator on an FPGA that performs modulation classification. Some background on the four areas: dataset generation, quantization in the context of machine learning, and hardware acceleration of algorithms, along with some introductory information about the framework FINN, is provided. The implementation process is described, and the findings show that, with synthetic data, machine learning models can be trained with quantization-aware training to produce a classification of the modulation type with acceptable accuracy. Hardware can be constructed to run such models on an FPGA, with low power consumption on consumer-grade devices, with sufficient performance to be usable for practical applications. There are limitations and considerations that need to be made when constructing such a system, and the design of both hardware and model jointly is critical for success.

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  • Hugoo, Olivia (Editor)
    Linköping University, University Services.
    13:e Nationella prioriteringskonferensen 2025: Umeå 8-9 oktober 2025 - En summering2023Report (Other (popular science, discussion, etc.))
    Abstract [sv]

    Den 13:e Nationella prioriteringskonferensen hölls 8-9 oktober 2025 på Folkets hus i Umeå. Cirka 345 deltagare från Norrbotten till Skåne möttes för att utbyta kunskap och erfarenheter. Medverkade gjorde bland annat sjukvårdsminister Elisabet Lann (KD) via länk. Nationella prioriteringskonferensen hålls vartannat år och samlar olika professioner som arbetar med prioriteringar inom vård och omsorg. Konferensen fokuserar bland annat på metoder och arbetssätt, etiska frågeställningar, organisering av prioriteringsprocesser, rollfördelning mellan aktörer och lämpliga beslutsunderlag. Arrangör är Prioriteringscentrum vidLinköpings universitet, detta år i samverkan med Region Västerbotten.

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  • Gustafsson, Linnéa
    et al.
    Linköping University, Department of Management and Engineering, Product Realisation.
    Bäckman, Moa
    Linköping University, Department of Management and Engineering, Product Realisation.
    Hållfasthet och toleranser inom additiv tillverkning med PETG: Presstester och toleransberäkningar för ABB Robotics2025Independent thesis Basic level (degree of Bachelor), 10 credits / 15 HE creditsStudent thesis
    Abstract [en]

    ABB is a world-leading company within technology, electrification, and automation. ABB Robotics is a part of ABB that specializes in the creation of robots. At the company, additive manufacturing is commonly used with a PETG material. Despite the regular use of the manufacturing method, there is no guide at the company that gives information about the durability and quality of the material. Neither is there a guide for print tolerances for the company to use when creating models of various sizes. The purpose is to carry out tests, measurements and calculations on additively manufactured PETG material and collect data on the results. The goal is to have compiled the data and present it to ABB Robotics to give them an understanding of the durability and tolerances of the additively manufactured parts based on their measurements and design.

    To test durability, cylinders were created with varying wall thicknesses and infill percentages. Two types of cylinders were created where one had a hole and the other one did not. To measure tolerances, two types of specimens were created. The first type consisted of rings with varying diameters and the other type consisted of a more rectangular geometry in the shape of stairs with varying width measurements. The result shows that a part without a hole, three millimeter wall thickness and 100% infill has the highest yield- and compressive strength and therefore the best durability. The outer diameter of the tolerance rings fitted within g8 and the inner diameter fitted within P7, which both are a tolerance from ISO 286. The width measurements of the tolerance stairs fitted within a created tolerance based on percentage between -0,2% and -0,45%.

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    LIU-IEI-TEK-G–25-02639–SE Backman o Gustafsson
  • Gustafsson, Joel
    et al.
    Linköping University, Department of Computer and Information Science, Software and Systems.
    Hagel, Anton
    Linköping University, Department of Computer and Information Science, Software and Systems.
    Designing a Model-agnostic Cybersecurity and Functional Safety Risk Assessment Tool2025Independent thesis Basic level (degree of Bachelor), 10,5 credits / 16 HE creditsStudent thesis
    Abstract [en]

    Security and safety are two concerns within digital infrastructure that have thus far only been mapped out separately by tools that currently exist.    Security revolves around the intended operation of software and hardware in accordance with the CIA attributes (Confidentiality, Integrity, and Availability). Safety, on the other hand, generally pertains to upholding the quality of life for the people depending on, operating, and using said systems. However, there are several sectors within critical infrastructure that need to consider both when conducting risk analysis. The purpose of this study is to propose a solution to the problems that arise when assessing risks associated with both cybersecurity and functional safety in parallel. Using the design science research method, we conducted the work in two cycles. The first cycle was focused on the gathering of information and forming a basis for the tool. The second was more focused on developing the actual tool. The output of the study results in the HARA/TARA Tool. It was designed to be flexible and lightweight. The flexibility comes from the user's ability to create methods with custom dimensions, parameters, and formulas. This allows for a diverse set of risk assessment methods to be crafted and used, and for functional safety to be integrated. The tool was evaluated by professionals, who thought the features showed promise. At the end of the study, the tool was a proof of concept in terms of its ability to incorporate functional safety, and will see further maintenance beyond the study.

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  • Pettersson, Johannes
    et al.
    Linköping University, Department of Computer and Information Science.
    Nyman, Oscar
    Linköping University, Department of Computer and Information Science.
    Enabling Dynamic Symbolic Execution for TLS Implementation Analysis2025Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    Ensuring TLS implementations behave as outlined in their specification is essential for secure communication over networks. Security flaws in protocol implementations can have severe consequences, as demonstrated by incidents like the Heartbleed vulnerability and the POODLE attack, leading to data breaches, man-in-the-middle attacks, and unauthorised access to sensitive information. This thesis investigates the use of dynamic symbolic execution to analyse WolfSSL, an open-source implementation of the TLS 1.3 protocol, with a specific focus on its ServerHello message parser. To uncover potential implementation errors, we derive conditions from the TLS 1.3 specification and use them to constrain symbolic execution to program paths where nonconformances may occur. We also investigate how the placement of such constraints, either directly when the message is received, before validation logic, or after message acceptance, affects time overhead, input space coverage, and generalisability. Additionally, we propose an alternative approach to accelerate the testing of multiple requirements by inserting them as logical queries into KQuery files, the intermediate representation of symbolic constraints generated by KLEE, after symbolic execution has completed. This approach eliminates the need to re-run KLEE for each requirement. Our methods are evaluated against a previous test-case–based approach by Wilson and Asplund, showing that our approaches manage to find the same number of nonconformances. The results indicate that the placement of assume statements affects execution time and state space exploration when running KLEE on WolfSSL, and these factors along with generalisability affect how the assume statements should be placed to obtain more desirable results in different scenarios. Our results also indicate that modifying KQuery files can significantly reduce time overhead while still allowing complete exploration of all input cases where a requirement might be violated.

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  • Gacel, Bleuenn
    Linköping University, Department of Thematic Studies, The Department of Gender Studies.
    Trans Humor, And Resistance: De/Coloniality Of French Humor, And Comedy2025Independent thesis Advanced level (degree of Master (Two Years)), 10 credits / 15 HE creditsStudent thesis
    Abstract [en]

    Humor has been one of my many tools for me to cope with misgendering, transphobia, anxiety, etc. Sadly, humor and comedy theories in French-speaking contexts have not considered enough the power dynamics that humor can contribute to normalizing, nor ways to deconstruct them. In this thesis, I argue that adding the concept of de/coloniality to the Benign Violation Theory popularized by Warren and McGraw (2010), meaning creating laughter through what will be considered “benign” violations of norms by the audience – namely, by focusing on Decolonial Violations – is a useful way to theorize this gap in relation to brave spaces, meaning spaces where the audience is challenged. This idea can educate outgroups and support ingroups simultaneously and open the Overton window (meaning what is considered acceptable in the mainstream) when used alongside decolonial thought: there is a potential to challenge coloniality and audiences through humor. Through semi-structured interviews, I interviewed 5 French-speaking trans artists (2 non-white artists) and 4 non-performing trans audience (2 non-white audience) from Quebec, France, Belgium, to assess their politicization on the subject, and their view on the potential decolonial, educational, and care aspects of humor in relation to their trans identity. All were very politicized, although most of the non-performer group did not consider themselves “militant” (militant/activist). The notion of how to use humor was very nuanced, some more universalist, and some ready to make no compromises on their art. However, generally, white participants struggled with the larger notion of decoloniality, only seeing it from an individual prism rather than on a collective prism, and how white supremacy and coloniality impacted/could impact them as well, although de/coloniality has impacted/impacts trans non-white folks more. The notion of brave spaces, hence spaces where one’s values/thoughts are challenged, is what seemed to be lacking the most in the French humor sphere, and algorithms and capitalism seem to worsen it.

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  • Sköld, Vera
    Linköping University, Department of Computer and Information Science.
    Ledarskap i första hjälpen-situationer: En studie om uppfattningen av manligt och kvinnligt ledarskap med hjälp av story completion-metoden2025Independent thesis Basic level (degree of Bachelor), 12 credits / 18 HE creditsStudent thesis
    Abstract [en]

    The aim of this study is to investigate whether the gender of the leader affects the perception of leadership in an acute first aid situation. The study additionally seeks to investigate if story completion is an appropriate method to use in studies such as this one. Using the story completion method, participants were asked to write a continuation of a scenario involving an accident with either a male or female leader. A total of 25 participants’ responses were analyzed through a thematic analysis where four overarching themes were identified: Internal resources and driving forces for motivation, Practical action and problem solving, Leadership and coordination, and Emotional reactions and psychological barriers. The results showed small but visible differences between how male and female leaders were described, with male leader more often portrayed as decisive and competent, and female leaders as more cooperative and empathic in their actions. The study further suggests that story completion has the potential to be a useful method for exploring differences in leadership in a hypothetical first aid situation, but that it requires careful design to reduce the number of unwanted responses and interpretations. The study contributes to research on gender and leadership, as well as knowledge about the usage of story completion in acute first aid situations. 

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  • Ågren, Axel
    Linköping University, Department of Culture and Society, Division of Social Work. Linköping University, Faculty of Arts and Sciences.
    Erfarenheter av samverkan och nyttiggörande kring äldres ensamhet - sammanfattning av projektet Plattform Äldres ensamhet2025Report (Other academic)
    Abstract [sv]

    Ofrivillig ensamhet kan upplevas oavsett ålder, men risker för dessa upplevelser ökar hos personer som är 75 år och äldre. Ofrivillig ensamhet hos äldre personer är en viktig samhällsfråga idag då vi har en åldrande befolkning, med en ökande andel av befolkningen som lever längre och som på grund av krympande sociala nätverk, begränsad mobilitet och försämrad hälsa med stigande ålder riskerar att besväras av ofrivillig ensamhet. Hur äldres ensamhet kan motverkas är en central fråga för samhället i stort och mer specifikt för kommuner, då ansvaret för äldres välbefinnande, värdighet, gemenskap med andra och möjligheter till en aktiv och meningsfull tillvaro är kommuners ansvar enligt Socialtjänstlagen. Denna rapport är en sammanfattning av ett nyttiggörandeprojekt som bedrevs mellan åren 2021 och 2022. Projektet hade namnet Plattform Äldres ensamhet och syftet var att aktörer från olika delar av samhället skulle mötas vid konferenser för att utbyta kunskaper och erfarenheter av arbete med äldres ensamhet för att därigenom hitta nya vägar för att samverka, hitta nya sätt att arbeta med äldres ensamhet, för att identifiera kunskapsluckor och idéer för nya forskningsprojekt i samverkan mellan universitet och det omgivande samhället. En slutsats i rapporten är att konferenserna var uppskattade, gav möjligheter till utbyten av kunskaper och erfarenheter och idéer för framtida samarbeten, forskningsidéer och nya sätt att arbeta med äldres ensamhet. Avslutningsvis diskuteras utmaningar med samverkan genom konferenser, där tids- och resursbrist, skillnader i grunduppdrag mellan organisationer och skilda erfarenheter av och möjligheter till att arbeta med äldres ensamhet ses som potentiella hinder. Vidare diskuteras att konferenser av detta slag kan vara meningsfulla för deltagare och ensamma äldre, men om det inte tydligt dokumenteras, rapporteras och utvärderas är det svårt att uppvisa konkreta effekter. Dessa hinder och utmaningar till trots framgår det att vissa effekter kommit ur dessa konferenser, som att ett nätverk mot ofrivillig ensamhet bildats samt att flera samarbeten och forskningsidéer uppkommit och forskningsansökningar har skrivits.

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  • Ågren, Axel
    et al.
    Linköping University, Department of Culture and Society, Division of Social Work. Linköping University, Faculty of Arts and Sciences.
    Wallroth, Veronika
    Linköping University, Department of Culture and Society, Division of Social Work. Linköping University, Faculty of Arts and Sciences.
    Representations of informal caregiving of older adults in the Swedish news media2025In: Social Problems, ISSN 0037-7791Article in journal (Refereed)
    Abstract [en]

    Informal caregiving of older adults constitutes a major welfare issue in Sweden. Given the news media’s role in influencing public understandings, policies and social work practice, the aim of this study was to examine the news media representations of informal caregiving of older adults. The empirical material consists of news media articles published over the years 1996–2022 in Swedish newspapers. After analysis of 111 newspaper articles, four themes emerged: Nostalgia, cutbacks and loss of welfare state ideals and its impact on family caregiving, within which a universal welfare state was represented as a lost period. In the theme Informal caregiving as a trap for women working class women were seen as victims and forced to be informal caregivers. The current lack of support and its consequences were addressed in Informal caregivers need for support. When criticizing the cutbacks of the welfare state, contributions of informal caregivers were acknowledged in the theme Informal caregivers as “lifelines” and “saviors” of the welfare state. There was a near-complete absence of the voices of the older adults within the news articles analyzed. A noteworthy finding given that older adults are directly affected by how informal caregiving is being discussed in the news media.

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  • Birgersson, Erik
    et al.
    Linköping University, Department of Computer and Information Science.
    Andarzig, Kiana
    Linköping University.
    Enabling Natural Language Interaction With Decentralized Data Sources Using Large Language Models2025Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    Applications powered by Large Language Models (LLMs) can lower the barrier toquerying decentralized data, where using SPARQL remains difficult for non-technical users. This thesis explores how LLMs can be leveraged to facilitate natural language (NL) interaction with decentralized data systems. A bi-directional NL to SPARQL translation pipeline was designed and implemented, then integrated with a simple user interface (UI). The evaluation of the pipeline, involved using a gold-standard dataset of 21 competency questions derived from the Onto-DESIDE project, with three independent runs per setting to account for LLM variability. For NL to SPARQL, the metrics included execution success and result accuracy (identical, underfetching, overfetching and both underfetching and overfetching). For SPARQL to NL, the pipeline was rated based on Clarity and Faithfulness on a Likert scale, comparing zero shot and one shot prompting strategies. Acrossthe runs, the LLM consistently produced a syntactically valid SPARQL (execution success>95% for both zero shot and one shot), yet semantic accuracy was low: only around a fifth of the LLM-generated SPARQL queries matched the goldstandard results, with frequent overfetching and/or underfetching. Surprisingly, one shot prompting did not improve semantic accuracy for NL to SPARQL translation. However, SPARQL to NL explanations were clear and highly faithful, and one shot prompting further improved clarity and reduced variability. UNION and FILTER NOT EXISTS were identified as categories where the LLM performed worse in the zero shot approach. Limitations of the thesis, include ambiguity in NL questions, LLM’s tendency to return URIs rather than labels and the non-production ready solution of including ontologies in the prompts. The findings indicate that the SPARQL to NL module is immediately useful for explaining SPARQL queries, whereas the NL to SPARQL module is not yet reliable for unsupervised use. Future workinclude refining prompt-engineering strategies, developing dynamic context management for ontology retrieval and implementing a post-processing validation layer to improve performance.

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  • Michailakis, Dimitris
    Linköping University, Faculty of Arts and Sciences. Linköping University, Department of Culture and Society, Division of Social Work.
    Fattigpensionärer i Sverige – livsinkomstprincipens konsekvenser2025Report (Other academic)
    Abstract [sv]

    Detta är en förstudie baserad på sekundära data om förekomsten av fattiga pensionärer. Statliga utredningar, ansvariga myndigheter, fackliga och pensionärsorganisationer har behandlat frågan om pensionernas tillräcklighet i det nya pensionssystemet. De olika källorna kommer inte alltid fram till likartade slutsatser eftersom pension kan beräknas med olika inkomstslag och vid olika tidpunkter och fattigdom kan definieras på olika sätt. Strävan här är att tydliggöra tendenserna, att ge en helhetsbild och att ringa in ett potentiellt växande socialt problem. Gruppen pensionärer återfinns i alla delar av inkomstfördelningen. Det är de fattiga, blivande fattiga, som är i fokus här.

    Förstudien inleder med beskrivning av det s.k. reformerade pensionssystemet som innebar ett byte från ett förmånsbaserat system med generösa villkor och tre typer av pensioner till ett avgiftsbaserat system enligt en livsinkomstprincip. De argument som framhölls när pensionsreformen presenterades redovisas. Likaså redovisas justeringar som genomförts, bl.a. införande av ett förlängt arbetsliv. Kritiken mot pensionssystemet som växt fram under det senaste decenniet går i huvudsak ut på att pensionens andel i förhållande till slutlönen har blivit mycket lägre än vad som utlovades. Trots ett långt arbetsliv räcker inte den allmänna inkomstpensionen till för många inkomsttagare, särskilt för kvinnor i låginkomstyrken. Många behöver garantipension som ett tillägg. Att arbeta fler år innan pensionering är inte heller ett alternativ för de med slitsamma yrken framhåller fackliga organisationer.

    Förstudien redogör för vilka grupper som lämnar arbetslivet tidigt eller sent och vilka grupper som kommer att leva med magra ekonomiska resurser vid högre ålder. Det är en mycket liten andel svenska pensionärer som lever i absolut fattigdom tack vare den s.k. grundtryggheten garantipension och bostadstillägg medan andelen som lever i relativ fattigdom är drygt 15 procent. Det finns också ett stort pensionsgap mellan kvinnor och män, större än i andra skandinaviska länder. Förstudien redovisar mått som används för att fastställa hur mycket en person behöver för att klara sig vilka används som riktmärke för existensminimum eller skälig levnadsnivå.

    Avslutningsvis diskuteras det nya pensionssystemet som en lösning för välfärdsstaten ur ekonomisk aspekt och en legitimitetsaspekt. För välfärdsstaten innebär övergången ekonomiska lättnader. Det nya pensionssystemet kan också analyseras som en övergång från jämlikhet i resultat till jämlikhet i möjligheter.

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  • Öhman, Elis
    et al.
    Linköping University, Department of Computer and Information Science, Artificial Intelligence and Integrated Computer Systems.
    Kolm, Jack
    Linköping University, Department of Computer and Information Science, Artificial Intelligence and Integrated Computer Systems.
    Language Models are Tactical Scenario Analysers: Leveraging LLMs for Automated Post-Mortem Analysis in High-Level Software Testing2025Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    High-level software testing is often complex and highly situational, and there are areas where conventional methods of automation are simply not feasible. One such potential area is the post-mortem analysis of failed tests. This thesis explores the feasibility of using Large Language Models (LLMs) for automating the analysis of simulation-based test-scenarios within Tacsi, a tactical simulation environment developed by Saab AB. A system monickered ScenarioLens was implemented to summarise JSON-encoded recordings of these scenarios and to generate a conclusive briefing. Extensive experiments evaluated model size and prompting strategies, validated through a novel method of measuring accuracy tailored to the LLM-generated conclusions. Results demonstrate that LLMs are able to generalise well to this domain under certain constraints and offer promising avenues for integrating AI into high-level, domain-specific software testing workflows. Additionally, the thesis explores the use of multimodal LLMs for the same task, though this approach showed less potential compared to purely text-based methods.

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  • Rizk, Aya
    et al.
    Linköping University, Department of Management and Engineering, Information Systems and Digitalization. Linköping University, Faculty of Arts and Sciences.
    de Leng, Daniel
    Linköping University, Department of Computer and Information Science, Human-Centered Systems. Linköping University, Faculty of Science & Engineering.
    Tillämpad AI: En analys och ett utbildningsförslag2025Report (Other (popular science, discussion, etc.))
    Abstract [sv]

    Denna rapport presenterar en genomlysning av förutsättningarna för att utveckla framtida utbildningar inom tillämpad artificiell intelligens vid Linköpings universitet. Utredningen utgår från det ökade nationella behovet av så kallade bryggkompetenser – individer som kan överbrygga gapet mellan tekniska AI-specialister och domänexperter i olika samhällssektorer. Rapporten innehåller en omvärldsanalys av befintliga svenska AI-utbildningar, en kartläggning av LiU:s nuvarande resurser, kurser och forskningskompetenser, samt en tolkning av vad ”tillämpad AI” innebär i ett organisatoriskt, mänskligt och samhälleligt sammanhang. Utifrån analysen presenteras flera rekommendationer för hur LiU kan utveckla området, från mindre justeringar i befintliga program till etablering av nya kandidat- och masterprogram. Avslutningsvis diskuteras administrativa och ekonomiska utmaningar samt möjliga nästa steg för beslut och fortsatt planering.

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  • Adam, Samuelsson
    Linköping University, Department of Electrical Engineering, Computer Vision.
    Remote Sensing 3D SceneRetrieval: Multi-modal Alignment of Text, Images,and Digital Elevation Models2025Independent thesis Advanced level (degree of Master (Two Years)), 28 HE creditsStudent thesis
    Abstract [en]

    Multi-modal retrieval has traditionally focused on combining diverse query in-puts, such as text and sketches, in remote sensing and computer vision. However, retrieval involving multi-modal target representations, such as paired rgband depth data, remains largely unaddressed. This work investigates whetherincorporating a depth modality can improve the performance of vision-languagemodels in the context of satellite image retrieval. To explore this, a novel dataset, rsitdd, was constructed, combining orthophotos and digital height models, andused to train a clip-based remote sensing depth encoder. Experimental results show that models augmented with a depth encoder outperform their text-image-only counterparts across multiple benchmark settings. These findings highlight the potential of depth-enhanced models for remote sensing applications and demonstrate that even simple fusion techniques can yield measurable performance improvements.

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  • Kalal, Shailesh
    et al.
    Linköping University, Department of Physics, Chemistry and Biology, Thin Film Physics. Linköping University, Faculty of Science & Engineering.
    Magnuson, Martin
    Linköping University, Department of Physics, Chemistry and Biology, Thin Film Physics. Linköping University, Faculty of Science & Engineering.
    Chesini, Alessandro
    Physics Department, University of Trento, Trento, Italy.
    A, Akshaya
    UGC-DAE Consortium for Scientific Research, University Campus, Indore, India.
    Honnali, Sanath Kumar
    Inorganic Chemistry, Department of Chemistry - Ångström Laboratory, Uppsala University, Uppsala, Sweden.
    Sahoo, Sophia
    MESA + Institute for Nanotechnology, University of Twente, Enschede, Netherlands.
    Jain, Nakul
    Linköping University, Department of Physics, Chemistry and Biology, Electronic and photonic materials. Linköping University, Faculty of Science & Engineering.
    Bhattacharyya, Dibyendu
    Atomic and Molecular Physics Division, Bhabha Atomic Research Centre, Mumbai, India.
    Gloskovskii, Andrei
    Deutsches Elektronen-Synchrotron, DESY, Hamburg, Germany.
    Gupta, Mukul
    UGC-DAE Consortium for Scientific Research, University Campus, Indore, India.
    Wang, Feng
    Linköping University, Department of Physics, Chemistry and Biology, Electronic and photonic materials. Linköping University, Faculty of Science & Engineering.
    Orlandi, Michele
    Physics Department, University of Trento, Trento, Italy.
    Greczynski, Grzegorz
    Linköping University, Department of Physics, Chemistry and Biology, Thin Film Physics. Linköping University, Faculty of Science & Engineering.
    Järrendahl, Kenneth
    Linköping University, Department of Physics, Chemistry and Biology, Thin Film Physics. Linköping University, Faculty of Science & Engineering.
    Eklund, Per
    Linköping University, Department of Physics, Chemistry and Biology, Thin Film Physics. Linköping University, Faculty of Science & Engineering. Inorganic Chemistry, Department of Chemistry - Ångström Laboratory, Uppsala University, Uppsala, Sweden.
    Birch, Jens
    Linköping University, Department of Physics, Chemistry and Biology, Thin Film Physics. Linköping University, Faculty of Science & Engineering.
    Hsiao, Ching-Lien
    Linköping University, Department of Physics, Chemistry and Biology, Thin Film Physics. Linköping University, Faculty of Science & Engineering.
    Defect Engineering in Ti-Doped Ta3N5 Thin Films for Enhanced Photoelectrochemical Water Splitting: Electronic Structure Modulation and Charge Carrier Dynamics2025In: Small Structures, E-ISSN 2688-4062, article id e202500504Article in journal (Refereed)
    Abstract [en]

    Tantalum nitride (Ta3N5) is a promising semiconductor for solar-driven photoelectrochemical (PEC) water splitting, but its performance is limited by intrinsic defects. Here, we investigate the effect of titanium (Ti) doping (0–10 at%) on the structural, compositional, and optoelectronic properties of Ta3N5 thin films. At low concentrations (<2 at%), Ti4+ preferentially substitutes Ta at four-coordinated sites, enhancing nitrogen incorporation and suppressing defect states associated with under-coordinated Ta. This leads to improved carrier dynamics and prolonged electron–hole lifetimes. Higher doping levels (≥3.5 at%) result in occupation of three-coordinated sites, inducing increase in the oxygen content, lattice distortion, and defect formation that deteriorate carrier lifetimes. PEC measurements reveal that optimized Ti doping significantly reduces charge transfer resistance and nearly seven-fold increase in the photocurrent. These findings underscore the importance of controlled Ti doping for defect engineering and band structure tuning to boost the PEC performance of Ta3N5 thin films.

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  • Nikpey Soumehsaraei, Danial
    Linköping University, Department of Management and Engineering, Product Realisation.
    Large Language Model-Enabled Product Configurator: Automating Fuselage Configuration Using AI and CAD Integration2025Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
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  • Public defence: 2025-12-12 10:15 C3, C-building, LinköpingOrder onlineBuy this publication >>
    Tozzi de Cantuaria Gama, Artur
    Linköping University, Department of Management and Engineering, Fluid and Mechatronic Systems. Linköping University, Faculty of Science & Engineering.
    Multi-Pump Systems for Electrified Mobile Machinery: Addressing Combinatorial Control Complexity through Simulation-Based Optimisation2025Licentiate thesis, comprehensive summary (Other academic)
    Abstract [en]

    Electrification is increasingly being adopted in mobile machinery as a means to reduce carbon emissions and improve energy efficiency. While electric solutions for actuation are growing, hydraulic systems still offer a favourable balance between cost, power density, reliability, and overall performance. Their primary drawback is efficiency, as they often rely on throttling control, which incurs high losses. However, electrified vehicles bring new opportunities for redesigning hydraulic systems.

    An electric vehicle does not require a centralised hydraulic system. Integrated electric machine and hydraulic pump/motor units have long been available, enabling systems composed of multiple smaller decentralised components. Such arrangements allow the system to match flow and pressure demand directly, reducing or eliminating throttling losses.

    This enables new hydraulic architectures that require alternative control methods and have not been previously analysed. This thesis focuses on the Multi-Pump System (MPS), which uses multiple smaller fixed-displacement hydraulic machines to supply flow to the actuators through on/off valves. The design minimises throttling by using the valves for flow routing and the pump/motors for control. Any pump/motor port can connect to any actuator chamber, and the architecture enables energy regeneration and recuperation.

    This system offers considerable flexibility in performing a task. For instance, it can control actuators independently using varying numbers of active pump/motors, short-circuit actuator chambers to reduce the total required pump flow, or utilise the return flow for electric energy recuperation. This licentiate thesis investigates the decision-making process involved in selecting among these operating modes.

    It proposes an optimisation-based method to infer viable and preferred control decisions from the actuators’ operating points, thereby reducing the control decision space. A structurally simple system is analysed, and a visualisation method is introduced to summarise the transition regions between operating modes for the hydraulic machines. Finally, a dynamic model is tested using the decisions from this analysis to develop the control system. The results indicate that this approach can be extended to more complex systems, although new strategies may be required to identify mode transition patterns.

    List of papers
    1. An Analysis of a Multi-Pump System for Actuator Operation in Electric Mobile Machinery
    Open this publication in new window or tab >>An Analysis of a Multi-Pump System for Actuator Operation in Electric Mobile Machinery
    2023 (English)In: ASME/BATH 2023 Symposium on Fluid Power and Motion Control - FPMC2023, The American Society of Mechanical Engineers , 2023Conference paper, Published paper (Refereed)
    Abstract [en]

    This paper presents an analysis of a multi-pump solution for a hydraulic cylinder for application in mobile machinery with electric prime movers. The flexibility provided by using electric motors instead of an internal combustion engine allows for the design of alternative hydraulic architectures that remove the need for a centralized pumping system and support more direct control of individual components. This allows them to operate at a higher efficiency region to improve overall vehicle efficiency, leading to smaller batteries and shorter or less frequent recharge periods. To evaluate the capabilities of this proposal, this paper focuses on a backward calculation analysis of a single actuator operating with multiple pump/motors connected to each chamber. A series of hydraulic machines with fixed displacement and identical sizes are connected to the actuator chambers through on/off directional valves. The system controls the flow by using the required pumps and selecting their optimal speeds to minimize energy consumption or maximize energy recovery. The results show how the number of pumps affects the system’s performance and provide insights regarding the selection of operating machines according to the actuator speed and force.

    Place, publisher, year, edition, pages
    The American Society of Mechanical Engineers, 2023
    Series
    Symposium on Fluid Power and Motion Control
    Keywords
    multi-pump hydraulic actuator, multi-pump system, hydraulic actuation, electric mobile machinery, electrification
    National Category
    Other Mechanical Engineering
    Identifiers
    urn:nbn:se:liu:diva-199230 (URN)10.1115/FPMC2023-111452 (DOI)001219322300023 ()9780791887431 (ISBN)
    Conference
    ASME/BATH 2023 Symposium on Fluid Power and Motion Control, Sarasota, FL, USA, October 16-18, 2023.
    Projects
    Energieffektiva kompakta elektrohydrauliska komponent- och systemlösningar för arbetsmaskiner, E-hydraulik
    Funder
    Swedish Energy Agency, 305207
    Note

    Funding Agencies|Swedish Energy Agency (Energimyndigheten) [50181-1]

    Available from: 2023-11-21 Created: 2023-11-21 Last updated: 2025-11-20Bibliographically approved
    2. The Multi-Pump System Combinatorial Problem: A Filtering Approach Using Genetic Algorithms
    Open this publication in new window or tab >>The Multi-Pump System Combinatorial Problem: A Filtering Approach Using Genetic Algorithms
    2025 (English)In: The 19th Scandinavian International Conference on Fluid Power, SICFP'25 / [ed] Prof. Liselott Ericson, Linköping, Sweden: River Publishers, 2025, article id Article 33Conference paper, Published paper (Refereed)
    Abstract [en]

     Hybrid and fully electric heavy machinery introduce new possibilities for hydraulic system design. Due to their lower energy density compared to conventional combustion engine systems, improving hydraulic efficiency is crucial. Electro-hydraulic actuators can achieve this but often require high installed power, as each actuator must be sized for maximum demand. The multi-pump system (MPS) in this paper addresses this by allowing all hydraulic machines to serve any actuator via a network of on/off valves, reducing losses and installed power. However, its multiple degrees of freedom make optimal operation non-trivial. This paper proposes a filtering strategy using a genetic algorithm to identify efficient operating points for the MPS. Although applicable for larger systems, the results here focus on an MPS with two pumps and one actuator as an example. A quasi-static system model is introduced, which the GA uses to determine steady-state control signals that minimise power consumption. The results highlight ideal operating conditions, significantly narrowing the range of viable valve combinations and pump/motor speeds. Finally, the paper discusses the limitations of the approach and its potential extension to more complex multi-pump systems for the development of dynamic control strategies.

    Place, publisher, year, edition, pages
    Linköping, Sweden: River Publishers, 2025
    Keywords
    Multi-pump system, optimisation, genetic algorithm, hydraulic system modelling
    National Category
    Other Mechanical Engineering Other Engineering and Technologies
    Identifiers
    urn:nbn:se:liu:diva-216186 (URN)10.13052/rp-9788743808251A33 (DOI)9788743808251 (ISBN)
    Conference
    The 19th Scandinavian International Conference on Fluid Power, SICFP’25, Linköping, Sweden, June 2-4, 2025.
    Projects
    Energy-efficient compact electro-hydraulic component and system solutions for construction vehicles, E-hydraulics phase II
    Funder
    Swedish Energy Agency, P2023-00594
    Available from: 2025-08-04 Created: 2025-08-04 Last updated: 2025-11-21
    3. Control of Multi-Pump Systems
    Open this publication in new window or tab >>Control of Multi-Pump Systems
    2025 (English)In: Proceedings of the ASME 2025 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference, 2025, Vol. 6, article id DETC2025-164506Conference paper, Published paper (Other academic)
    Abstract [en]

    With the electrification of mobile machinery comes the demand for new, efficient hydraulic systems. One system type of interest is the multi-pump architecture, which uses multiple pumps that can be connected to different actuators via on/off valves. This is a modular system that can perform efficiently, and the required installed power can be kept low compared to other similar approaches. It requires many valves, but offers many possible modes of operation. However, switching between modes is non-trivial and can cause disturbances and losses. In this paper, different controllers for a multi-pump system with two pumps and one actuator are investigated. Controllers that keep the pressure side of the pumps fixed are compared to controllers that allow varying pressure sides (meaning they can work in two or four quadrants, respectively). The ideal operating mode for each operating point was found using a genetic algorithm. The controllers were tested for different dynamics of the valves and pumps. It was found that the dynamics of the components have a similar impact regardless of the control strategy, assuming the dynamics are sufficiently fast. However, the controllers with fixed pressure sides generally performed marginally better.

    Keywords
    multi-pump system, fluid power, electrification, control
    National Category
    Control Engineering
    Identifiers
    urn:nbn:se:liu:diva-219587 (URN)10.1115/DETC2025-164506 (DOI)978-0-7918-8926-8 (ISBN)
    Conference
    ASME 2025 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference IDETC-CIE2025 August 17-20, 2025, Anaheim, CA
    Note

    Funding Agencies: This research was funded by the Strategic Vehicle Research and Innovation (FFI– Fordonsstrategisk forskning och innovation) program within the Swedish Energy Agency (Energimyndigheten) under grant number P2023-00594.

    Available from: 2025-11-19 Created: 2025-11-19 Last updated: 2025-11-20Bibliographically approved
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  • Shi, Ruijun
    Linköping University, Department of Management and Engineering, The Institute for Analytical Sociology, IAS.
    Semantic Shifts of Democracy in Political Science Discourse – A Diachronic Word Embedding Approach2025Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    Democracy, a contested ideal, has seen its meaning expand and contract in response to historical events, institutional change, and scholarly priorities. Despite extensive theoretical work on democratic models, a significant challenge remains in systematically quantifying how abstract political concepts evolve semantically over time, as traditional approaches have relied primarily on qualitative case studies or theoretical frameworks without empirical measurement of linguistic patterns. Yet little is known about how the term itself has evolved within political science discourse in the recent decades. This research is particularly significant given the global phenomena of democratic erosion and the increasingly multidimensional nature of democratic theory that has developed in scholarly discourse over recent decades. This thesis applies a relational semantic framework, treating concepts as dynamic networks of associations, to over 6,000 articles published between 1971 and 2024 in the American Journal of Political Science (AJPS) and the British Journal of Political Science (BJPS). Using diachronic word-embedding models trained on bootstrapped sub-corpora, five semantic dimensions are constructed, electoral, liberal, participatory, deliberative, and egalitarian, based on anchor words drawn from the Varieties of Democracy framework and Democratic Erosion Event Dataset codebook. I then measure how closely “democracy” and a broader democracy–authoritariandimension align with each dimension over time and across journals. The findings reveal that while electoral principles remain foundational to democracy’s scholarly conceptualization, a significant expansion has been incorporating liberal, participatory, and egalitarian dimensions. Academic discourse mirrors real-world democratic decline through the weakening association with deliberation and increased usage of terms related to erosion and backsliding. Journal-specific differences highlight distinctive normative priorities in how democracy is framed against authoritarianism. These semantic shifts illuminate how scholarly understandings of democracy evolve in response to both intellectual developments and global political challenges, demonstrating the value of computational approaches to conceptual analysis in political theory.

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  • Public defence: 2026-01-23 13:00 Berzeliussalen, LinköpingOrder onlineBuy this publication >>
    Flankegård, Gunilla
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Nursing Sciences and Reproductive Health. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Center of Paediatrics and Gynaecology and Obstetrics, Department of Paediatrics in Norrköping.
    Childhood Functional Constipation: Clinical outcomes and lived experiences of Children and their Families2026Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Background

    This thesis investigates the multifaceted experiences and outcomes associated with childhood functional constipation, a condition that significantly affects children’s health and family life. Drawing on one quantitative and three qualitative studies, the research provides an increased understanding of how children and families navigate the challenges of diagnosis, treatment, and daily life with a child suffering from functional constipation.

    Aim

    The overall aim was to inform a more child- and family-centred perspective to functional constipation care by exploring the experiences of parents and children, and to evaluate a clinical treatment programme.

     Methods

    Study I is a retrospective cohort review of medical records with pre-post intervention measurements. Children participating in a structured bowel management programme in a secondary outpatient clinic between 2015 and 2022 were recruited. Clinical variables were compared between the recovered and the unrecovered groups to identify predisposing characteristics and predictive factors for recovery.

    Studies II and III have a qualitative design, presents interviews with parents about their experiences of having a child with constipation and of giving treatment at home. The same data set of 15 parents were used for both studies. The Reflective Lifeworld Research approach originating from phenomenology was used during analysis.

    Study IV, also qualitative, presents interviews with 20 children aged between 6 and 14 about their experiences of having constipation and receiving treatment. Reflexive thematic analysis was used during analysis.

    Findings

    The first study demonstrates significant improvements in bowel function and symptom relief among children following the intervention. Structured care helped 44% of therapy-resistant children to reach cure or self-management abilities within six months. The study underscores the value of integrating clinical protocols with family education and support.

    The second study reveals how childhood constipation disrupts family routines, emotional well-being, and social interactions as treatment support requires considerable attention and strength. Parents report feelings of frustration, helplessness, and isolation, often compounded by limited support from healthcare professionals. The findings highlight the need for more empathetic child and family-centred care strategies.

    The third study uncovers the emotional and practical challenges involved in managing medication routines, feelings of abuse and inadequacy, while trying to maintain adherence. The study emphasises the importance of clear communication and sustained support to empower parents in their caregiving roles because they might question their parental identity.

    The fourth study presents the child’s perspectives on functional constipation with associated treatments. It presents a close and realistic narrative of procrastination of toilet visits, fear of exposure of leakage in social situations, rectal enemas as both awful and relieving, and hope, while striving for control.

    Conclusions

    Together these studies offer a holistic understanding of childhood functional constipation, bridging the gap between clinical outcomes and family experiences. Families deal with physical symptoms, psychological defences, fear of social judgment, and struggles with treatment. This thesis offers actionable insights for children, parents, clinicians, and researchers to improve the quality of constipation care for children and their caregivers.

    List of papers
    1. The outcomes of a structured bowel management programme on childhood functional constipation: a retrospective pre – post intervention study
    Open this publication in new window or tab >>The outcomes of a structured bowel management programme on childhood functional constipation: a retrospective pre – post intervention study
    2025 (English)In: Journal of Pediatric Nursing: Nursing Care of Children and Families, ISSN 0882-5963, E-ISSN 1532-8449, Vol. 84, p. 294-301Article in journal (Refereed) Published
    Abstract [en]

    Aim: The purpose of this study was to describe and evaluate the effectiveness of a six-month structured bowel management programme (SBMP) for children with therapy-resistant functional constipation (FC). Method: A retrospective review of medical records with a pre-post design was conducted at an outpatient paediatric clinic in Sweden. Bowel frequency, stool form, faecal incontinence, and abdominal pain were compared before and after the intervention. Predictive factors for successful discharge and duration of care through long-term follow-up were calculated. Results: Of the 142 children enrolled in the SBMP, 132 completed the programme. Despite previous FC therapy resistance, the SBMP achieved a treatment success rate of 44 % within 6 months, and 58 % after 12 months. The need for additional contacts beyond those scheduled and persistent faecal leakage were significant predictors of non-recovery. Long-term follow-ups indicate that after 2 years of care, approximately 80 % of the children achieved recovery. Conclusion: This study highlights the effectiveness of the SBMP in managing therapy-resistant FC in children at a general outpatient paediatric clinic, while also emphasising the necessity of long-term follow-up for sustainable results. Implications to practice: The results suggest that a structured care programme like the SBMP helps set realistic expectations and ensures consistent quality of care for children with FC, despite the severity and complexities involved. (c) 2025 The Authors. Published by Elsevier Inc. This is an open access article under the CC BY license (http:// creativecommons.org/licenses/by/4.0/).

    Place, publisher, year, edition, pages
    ELSEVIER SCIENCE INC, 2025
    Keywords
    Childhood functional constipation; Long-term follow-up; Recovery rate; Structured bowel management programme; Treatment outcome
    National Category
    Pediatrics
    Identifiers
    urn:nbn:se:liu:diva-216401 (URN)10.1016/j.pedn.2025.06.030 (DOI)001519047600006 ()40543354 (PubMedID)2-s2.0-105008445808 (Scopus ID)
    Available from: 2025-08-18 Created: 2025-08-18 Last updated: 2025-11-19
    2. Everyday life with childhood functional constipation: A qualitative phenomenological study of parents' experiences
    Open this publication in new window or tab >>Everyday life with childhood functional constipation: A qualitative phenomenological study of parents' experiences
    2022 (English)In: Journal of Pediatric Nursing: Nursing Care of Children and Families, ISSN 0882-5963, E-ISSN 1532-8449, Vol. 67, p. E165-E171Article in journal (Refereed) Published
    Abstract [en]

    Childhood functional constipation (FC) is a worldwide problem with treatment regiments affecting everyday life.

    Aim

    To explore parents´ experiences of living with a child with FC and its impact on everyday family life.

    Method

    A qualitative phenomenological interview study using a reflective lifeworld research approach. Interviews with 15 parents of otherwise healthy children aged 1–14 years affected by FC.

    Findings

    Shame is the driving force making parents put everyday life on hold. The quest for control, self-imposed loneliness, guilt, inadequacy, and frustrating battles become essential parts of everyday life to protect it from FC-related shame.

    Conclusion

    FC has as great an impact on everyday life as any childhood illness. Every part of family life is affected by FC. Continuously family support and guidance are needed.

    Practice implications

    Healthcare professionals need to take FC more seriously, listen to the parents and try to understand their experiences of everyday life to enable custom made care plans with the family-unit in focus. Care with clinical sensitivity might help parents deal with the attendant shame and stigmatization that stem from illness beliefs about FC.

    Place, publisher, year, edition, pages
    Elsevier, 2022
    Keywords
    Functional constipation, Children, Parent experiences, Shame, Qualitative, Reflective lifeworld research
    National Category
    Nursing
    Identifiers
    urn:nbn:se:liu:diva-188960 (URN)10.1016/j.pedn.2022.07.021 (DOI)000922011600022 ()35931621 (PubMedID)
    Available from: 2022-10-04 Created: 2022-10-04 Last updated: 2025-11-19Bibliographically approved
    3. Experiences of parents who give pharmacological treatment to children with functional constipation at home
    Open this publication in new window or tab >>Experiences of parents who give pharmacological treatment to children with functional constipation at home
    2020 (English)In: Journal of Advanced Nursing, ISSN 0309-2402, E-ISSN 1365-2648, Vol. 76, no 12, p. 3519-3527Article in journal (Refereed) Published
    Abstract [en]

    Aim

    The aim was to explore the lived experiences of parents who give oral and rectal pharmacological treatment to their children with functional constipation at home.

    Design

    A phenomenological design with a reflective lifeworld research approach that describes phenomena as they are experienced by individuals.

    Methods

    From January–May 2019, 15 interviews were conducted with parents of children with functional constipation with home‐based oral and rectal treatment. Parents were recruited from three different healthcare levels. Open‐ended questions were used starting from the description of a normal day with constipation treatment. Analyses were made with an open and reflective ‘bridling’ attitude.

    Findings

    Constipation treatment causes parents to question their parental identity and what it means to be a good parent. Forced treatment makes them feel abusive and acting against their will as parents. There is a conflict between doubt and second thoughts about the treatment, the urge to treat based on the child's needs and encouragement from healthcare professionals to give treatment.

    Conclusion

    As pharmacological constipation treatment can be experienced as challenging, it is important to help parents make an informed decision about how such treatment should be carried out at home. The findings reveal a medical treatment situation where parents hesitate and children resist, resulting in insecure parents who question their parental identity.

    Impact

    The findings point to the importance of supporting parents in treatment situations. Healthcare providers need to treat children with constipation with greater focus and more prompt management to prevent these families from lingering longer than necessary in the healthcare system.

    Place, publisher, year, edition, pages
    Wiley-Blackwell Publishing Inc., 2020
    Keywords
    children; functional constipation; good-parent beliefs; lived experiences; nursing; parental identity; phenomenology; treatment
    National Category
    Nursing
    Identifiers
    urn:nbn:se:liu:diva-171030 (URN)10.1111/jan.14539 (DOI)000576689300001 ()33043491 (PubMedID)2-s2.0-85092327678 (Scopus ID)
    Note

    Funding Agencies|Swedish Association of Paediatric Nurses

    Available from: 2020-11-01 Created: 2020-11-01 Last updated: 2025-11-19Bibliographically approved
    4. Children's experiences of functional constipation: A qualitative reflexive thematic analysis
    Open this publication in new window or tab >>Children's experiences of functional constipation: A qualitative reflexive thematic analysis
    2026 (English)In: International Journal of Nursing Studies, ISSN 0020-7489, E-ISSN 1873-491X, Vol. 174, article id 105302Article in journal (Refereed) Published
    Abstract [en]

    Background

    Childhood functional constipation, a common concern within child healthcare, necessitates oral and rectal medical treatments, that are mostly administered by parents in the home environment. It is important to gather children’s perspectives in child- and family-centred care. The private nature of toileting, bowel movements, and faecal incontinence are areas of taboo and stigmatisation. Research is scarce on how children perceive this common but private situation of oral and rectal constipation treatment.

    Objective

    To explore children’s experiences of functional constipation and its treatments.

    Design

    A qualitative interview study with a constructionist epistemology and a predominantly experiential orientation.

    Setting

    Individual interviews were conducted in the child’s home, in the child’s familiar outpatient clinic, or on university premises. Open and permissive conversations about bowel habits, constipation, medical treatments, faecal leakage, and related feelings were digitally recorded and transcribed.

    Participants

    Twenty children (thirteen boys and seven girls) with functional constipation, aged 6–14 years, from four different outpatient clinics in southeast Sweden, who had experiences of oral and rectal medical treatments, were purposively recruited. Exclusion criteria were anorectal malformation or prior rectal surgery.

    Methods

    Transcripts were analysed using reflexive thematic analysis by Braun & Clarke.

    Findings

    This study provides a deeper understanding of why children choose not to go to the toilet. It explains how children perceive constipation treatment as simultaneously good and bad, and describes how faecal incontinence is strongly associated with the fear of exposure. The study also outlines the hopes and prospects of a cure. Four themes were created: 1) Procrastinating toilet visits – focus elsewhere, 2) Dreading exposure in a vulnerable position, 3) Enemas, a nightmare and a relief, 4) A doubtful hope during the treatment journey.

    Conclusions

    Care providers must acknowledge and validate the child’s perspective in constipation treatment situations. Our study provides an understanding of this perspective, which should be incorporated into clinical conversations with children about their diagnosis and proposed constipation treatment regimen. Adopting an approach that acknowledges children’s views based on this new information may enhance collaboration between care providers, parents, and children during constipation care.

    Place, publisher, year, edition, pages
    Elsevier, 2026
    National Category
    Pediatrics
    Identifiers
    urn:nbn:se:liu:diva-219859 (URN)10.1016/j.ijnurstu.2025.105302 (DOI)
    Funder
    Medical Research Council of Southeast Sweden (FORSS), FORSS-995457
    Available from: 2025-12-02 Created: 2025-12-02 Last updated: 2025-12-08
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  • Säberg, Mikael
    et al.
    Linköping University, Department of Management and Engineering, Energy Systems. Linköping University, Faculty of Science & Engineering.
    Lindkvist, Emma
    Linköping University, Department of Management and Engineering, Energy Systems. Linköping University, Faculty of Science & Engineering.
    Feiz, Roozbeh
    Linköping University, Department of Management and Engineering, Environmental Technology and Management. Linköping University, Faculty of Science & Engineering.
    Thollander, Patrik
    Linköping University, Department of Management and Engineering, Energy Systems. Linköping University, Faculty of Science & Engineering. Department of Building Engineering, Energy Systems and Sustainability Science, University of Gävle, Gävle, Sweden.
    Life cycle assessment of football fields in Nordic climates: Comparing artificial and natural turf systems2025In: Cleaner Environmental Systems, ISSN 2666-7894, Vol. 19, article id 100369Article in journal (Refereed)
    Abstract [en]

    Sport is more than just a game—it's a global phenomenon that shapes cultures, economies, and communities. Football, the world's most popular sport, is a prime example. Yet beneath the surface lies an overlooked environmental cost. As the climate crisis accelerates, the sprawling network of football facilities—stadiums, training grounds, and infrastructure—emerges as a silent contributor to environmental degradation and the transgression of planetary boundaries. Two common types of fields exist: artificial and natural turf. Research on environmental impacts of these turfs remains limited, especially in cold climates. This study presents a life cycle assessment of 1 m2 artificial and natural football turfs in Nordic climates, evaluating their environmental impacts such as global warming potential, eutrophication potential and ecotoxicity potential across construction, use, maintenance, and end-of-life phases over operational lifespans of 10, 20 and 30 years. Natural turf exhibited the highest overall environmental impacts over the operational lifespan, e.g. the global warming potential was 30.6 kg CO2 eq/m2 while the artificial turf reached 15.6 kg CO2 eq/m2. During the construction phase, artificial turf generated significant emissions, mainly from material production. In the use phase, natural turf showed the greatest impacts due to diesel consumption and fertilizer application. At the end-of-life stage, artificial turf's sand and infill were reused, while the turf carpet and shock pad were incinerated for energy recovery. However, without recycling, artificial turf would represent the highest environmental burden among the evaluated alternatives. Implementing effective recycling and energy recovery strategies is essential to mitigate its environmental impact. Furthermore, sourcing turf materials locally, combined with substituting conventional maintenance equipment with electric robotic alternatives, can further reduce overall environmental impacts.

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  • Public defence: 2025-12-19 10:00 Temcas, T-building, LinköpingOrder onlineBuy this publication >>
    Singh, Priyatma
    Linköping University, Department of Thematic Studies, Tema Environmental Change. Linköping University, Faculty of Arts and Sciences.
    Marine Spatial Planning in Pacific Island Ocean Governance2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    The sustainable governance of ocean spaces remains a pressing challenge for Small Island Developing States (SIDS), where fragmented and sector-based management has long constrained the effectiveness of ocean governance. In these settings, multiple institutions often operate in isolation, pursuing competing priorities with limited coordination, resources, and accountability. These issues are particularly acute in the Pacific Islands, where vast ocean territories, customary marine tenure, and deeply rooted cultural values intersect with complex governance realities shaped by political and market-oriented forces. In response to these challenges, Marine Spatial Planning (MSP) offers an ecosystem-based, integrative framework for reconciling ecological, social, and economic objectives in marine and coastal governance. Yet, despite its growing adoption, MSP in SIDS remains a relatively new and complex endeavour, reflecting diverse institutional and cultural realities. This compilation thesis critically examines the role of MSP in advancing ocean governance in Pacific SIDS, with Fiji as the focal empirical case. It addresses a key knowledge gap regarding the contextual conditions under which MSP can function effectively as a governance instrument in resource-constrained, socially diverse settings. The four papers collectively trace this inquiry. The first paper identifies enabling and constraining conditions for MSP in SIDS through a semi-systematic literature review; the second explores how MSP could respond to Fiji’s ocean governance challenges; the third investigates how Fiji’s MSP process aligns with Indigenous coastal perspectives; and the fourth evaluates the extent to which MSP is fit for purpose in advancing transformative ocean governance across the Pacific.

    The findings demonstrate that MSP’s effectiveness in SIDS depends on robust collaborative mechanisms underpinned by facilitative leadership, clearly defined legal mandates, strong institutions, and social capital that bridges formal and informal governance systems. Yet, the Pacific context presents distinct governance challenges, including colonial legacies of centralized authority, limited stakeholder ownership, overlapping institutional responsibilities, and low public awareness of MSP that constrain the transformative potential of MSP and risk perpetuating top-down approaches. Even so, MSP in this region has the potential to become a transformative governance instrument, precisely because of the Pacific’s remarkable ecological, cultural, and institutional diversity. Rather than a barrier, this diversity could serve as the foundation for a collaborative, polycentric, and adaptive governance architecture, in which multiple islands, customary authorities, and local institutions operate as interconnected nodes of innovation, learning, and resilience. In practical terms, this transformation requires legal recognition of customary marine tenure, resourcing local communities for meaningful participation, and empowering boundary organizations and communities of practice to bridge governance processes across scales. Together, these measures outline a pathway for MSP in the Pacific to move beyond its current technocratic and procedural emphasis, evolving into a relational, inclusive, and adaptive governance process capable of aligning ecological sustainability and economic aspirations with cultural legitimacy, equity, and social justice.

    List of papers
    1. Marine spatial planning and ocean governance in Small Island Developing States
    Open this publication in new window or tab >>Marine spatial planning and ocean governance in Small Island Developing States
    2025 (English)In: Regional Environmental Change, ISSN 1436-3798, E-ISSN 1436-378X, Vol. 25, no 3, article id 91Article, review/survey (Refereed) Published
    Abstract [en]

    Marine spatial planning (MSP), initially developed to address the needs of the global North, is gaining significant traction in Small Island Developing States (SIDS) and is hailed as a collaborative governance instrument for managing and optimizing the allocation of ocean space. Despite its growing adoption, there has been limited attention given to what is needed for MSP to be effective and collaborative in SIDS, which is struggling with issues of fragmented ocean governance, insufficient funding, data limitations, and ad hoc stakeholder engagement. A research gap exists in identifying the conditions necessary for MSP to function effectively as a collaborative governance instrument in SIDS. By employing an analytical framework grounded in collaborative governance models, this paper reviews 40 academic articles and 15 grey literature sources to assess MSP's application in SIDS and identify factors critical for its success as a collaborative instrument. We used NVivo software to conduct content analysis of SIDS-based academic articles. The analysis was guided by pre-defined categories within our analytical framework. The mapping and analysis of the literature point towards leadership and institutional mechanisms, which have proven essential for mobilizing MSP, integrating existing marine management strategies into MSP frameworks, and addressing local socio-cultural priorities. The literature reveals inadequate consideration for social objectives in MSP and highlights the flaws in government-led participatory initiatives. In the absence of strong leadership, inclusive governance, and sustainable institutional and financial support, MSP in SIDS risks becoming merely symbolic, addressing international commitments without delivering tangible local benefits. This study highlights the need to prioritize the process of MSP rather than solely focusing on outcomes and recommends including Indigenous knowledge and practices. A customized MSP approach for SIDS is proposed, incorporating incentives to actively engage Indigenous Peoples and local stakeholders in a collaborative ocean governance framework.

    Place, publisher, year, edition, pages
    SPRINGER HEIDELBERG, 2025
    Keywords
    Marine spatial planning; Collaborative governance; Small Island Developing States; Stakeholder engagement; Leadership; Indigenous knowledge
    National Category
    Human Geography
    Identifiers
    urn:nbn:se:liu:diva-216459 (URN)10.1007/s10113-025-02412-x (DOI)001516668800001 ()2-s2.0-105009007831 (Scopus ID)
    Available from: 2025-08-19 Created: 2025-08-19 Last updated: 2025-11-19
    2. Marine spatial planning in ocean governance: Fijian perspectives
    Open this publication in new window or tab >>Marine spatial planning in ocean governance: Fijian perspectives
    2025 (English)In: Frontiers in Marine Science, E-ISSN 2296-7745, Vol. 12, article id 1686846Article in journal (Refereed) Published
    Abstract [en]

    Marine Spatial Planning (MSP) is a globally established tool to support integrated ocean management. As Small Island Developing States (SIDS) embrace MSP, this study focuses on Fiji as it begins its MSP process alongside the implementation of newly established ocean-related policies and legislation. The study investigates whether MSP has the potential to address the challenges identified by various actors and, if so, to explore how this can be achieved. A mixed-methods case study approach was employed, combining analysis of national policy documents with semi-structured interviews involving key actors in Fiji’s ocean governance. Guided by collaborative governance theory, interview data were thematically analyzed using NVivo. The results indicate that MSP could serve as a viable governance tool capable of addressing institutional silos and overcoming coordination challenges. However, prevailing interagency conflicts, power imbalances between stakeholders, and ambiguity surrounding roles and responsibilities pose significant barriers to meaningful participation, risking the reinforcement of the status quo. Our findings highlight that effective leadership, inclusive governance arrangements, financial sustainability, and social capital are mutually reinforcing enablers of collaboration within MSP. Finally, we recommend a staged, evidence-based approach to institutional reform aligned with fiscal and political realities that offers the most viable pathway to building a legitimate, resilient, and durable MSP system

    Place, publisher, year, edition, pages
    Frontiers Media SA, 2025
    Keywords
    marine spatial planning, collaborative ocean governance, stakeholder engagement, policies and institutions, leadership, indigenous knowledge
    National Category
    Environmental Sciences
    Identifiers
    urn:nbn:se:liu:diva-219581 (URN)10.3389/fmars.2025.1686846 (DOI)001605871300001 ()2-s2.0-105020737773 (Scopus ID)
    Note

    Funding Agencie: This publication is a deliverable of MISTRA GEOPOLITICS, which is funded by MISTRA – The Swedish Foundation for Strategic Environmental Research.

    Available from: 2025-11-19 Created: 2025-11-19 Last updated: 2025-11-27Bibliographically approved
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  • Singh, Priyatma
    et al.
    Linköping University, Department of Thematic Studies, Tema Environmental Change. Linköping University, Faculty of Arts and Sciences. Department of Science, The University of Fiji, Lautoka, Fiji.
    Linnér, Björn-Ola
    Linköping University, Department of Thematic Studies, Tema Environmental Change. Linköping University, Faculty of Arts and Sciences.
    Raj, Kushaal
    Conservation International, Suva, Fiji.
    Marine spatial planning in ocean governance: Fijian perspectives2025In: Frontiers in Marine Science, E-ISSN 2296-7745, Vol. 12, article id 1686846Article in journal (Refereed)
    Abstract [en]

    Marine Spatial Planning (MSP) is a globally established tool to support integrated ocean management. As Small Island Developing States (SIDS) embrace MSP, this study focuses on Fiji as it begins its MSP process alongside the implementation of newly established ocean-related policies and legislation. The study investigates whether MSP has the potential to address the challenges identified by various actors and, if so, to explore how this can be achieved. A mixed-methods case study approach was employed, combining analysis of national policy documents with semi-structured interviews involving key actors in Fiji’s ocean governance. Guided by collaborative governance theory, interview data were thematically analyzed using NVivo. The results indicate that MSP could serve as a viable governance tool capable of addressing institutional silos and overcoming coordination challenges. However, prevailing interagency conflicts, power imbalances between stakeholders, and ambiguity surrounding roles and responsibilities pose significant barriers to meaningful participation, risking the reinforcement of the status quo. Our findings highlight that effective leadership, inclusive governance arrangements, financial sustainability, and social capital are mutually reinforcing enablers of collaboration within MSP. Finally, we recommend a staged, evidence-based approach to institutional reform aligned with fiscal and political realities that offers the most viable pathway to building a legitimate, resilient, and durable MSP system

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  • Bigelius, Amanda
    Linköping University, Department of Science and Technology.
    Hierarchical properties in merge trees for symmetry detection2024Independent thesis Advanced level (degree of Master (One Year)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    This work defines topological properties and aspects of merge trees which are relevant for detection of topological symmetry in merge tree representations of crystalline materials. For this, three distinct perspectives on symmetry axes have been defined which are relevant in differentiating symmetry in different contexts. Namely, explicit axis, semi-implicit axis and implicit axis. It further motivates why symmetry detection approaches based on explicit axis perspective are not applicable to the context of topological structures in crystals due to the rearranging of initially symmetrical hierarchies. Instead, an alternative method based on implicit axis perspective is suggested for detecting symmetries in merge tree representations of crystalline materials. It is also evaluated why merge tree representations only support partial detection of specific larger structures such as chains and layers in crystals.

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  • Public defence: 2025-12-17 09:15 Zero, LinköpingOrder onlineBuy this publication >>
    Sánchez Aimar, Emanuel
    Linköping University, Department of Electrical Engineering, Computer Vision. Linköping University, Faculty of Science & Engineering.
    Robust Visual Learning across Class Imbalance and Distributional Shift2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Computer vision aims to equip machines with perceptual understanding—detecting, recognizing, localizing, and relating visual entities to existing sources of knowledge. Machine learning provides the mechanism: models learn representations and decision rules from data and are expected to generalize beyond the training distribution. These systems already support biodiversity monitoring, autonomous driving, and geospatial mapping. In practice, however, textbook assumptions break down: the concept space is vast, data is sparse and imbalanced, many categories are rare, and high-quality annotations are costly. In addition, deployment conditions shift over time—class frequencies and visual domains evolve—biasing models toward frequent scenarios and eroding reliability.

    In this work, we develop methods for training reliable visual recognition models under more realistic conditions: class imbalance, limited labeled data, and distribution shift. Our contributions span three themes: (1) debiasing strategies for imbalanced classification that remain reliable under changes in class priors; (2) semi-supervised learning techniques tailored to imbalanced data to reduce annotation cost while preserving minority-class performance; and (3) a unified multimodal retrieval approach for remote sensing (RS) that narrows the domain gap.

    In Paper A, we study long-tailed image recognition, where skewed training data biases classifiers toward frequent classes. During deployment, changes in class priors can further amplify this bias. We propose an ensemble of skill-diverse experts, each trained under a distinct target prior, and aggregate their predictions to balance head and tail performance. We theoretically show that the ensemble’s prior bias equals the mean expert bias and that choosing complementary target priors cancels it, yielding an unbiased predictor that minimizes balanced error. With calibrated experts—achieved in practice via Mixup—the ensemble attains state-of-the-art accuracy and remains reliable under label shift.

    In Paper B, we investigate long-tailed recognition in the semi-supervised setting, where a small, imbalanced labeled set is paired with a large unlabeled pool. Semi-supervised learning leverages unlabeled data to reduce annotation costs, typically through pseudo-labeling, but the unlabeled class distribution is often unknown and skewed. Naïve pseudo-labeling propagates the labeled bias, reinforcing head classes and overlooking rare ones. We propose a flexible distribution-alignment framework that estimates the unlabeled class mix online and reweights pseudo-labels accordingly, guiding the model first toward the unlabeled distribution to stabilize training and then toward a balanced classifier for fair inference. The proposed approach leverages unlabeled data more effectively, improving accuracy, calibration, and robustness to unknown unlabeled priors.

    In Paper C, we move beyond recognition to unified multimodal retrieval for remote sensing—a domain with scarce image–text annotations and a challenging shift from natural images. Prior solutions are fragmented: RS dual encoders lack interleaved input support; universal embedders miss spatial metadata and degrade under domain shift; and RS generative assistants reason over regions but lack scalable retrieval. To overcome these limitations, we introduce VLM2GeoVec, a single-encoder, instruction-following embedder that aligns images, text, regions, and geocoordinates in a shared space. For comprehensive evaluation, we also propose RSMEB, a unified retrieval benchmark that spans conventional tasks (e.g., classification, cross-modal retrieval) and novel interleaved tasks (e.g., visual grounding, spatial localization, semantic geo-localization). In RSMEB, VLM2GeoVec narrows the domain gap relative to universal embedders and matches specialized baselines in conventional tasks in zero-shot settings. It further enables interleaved spatially-aware search, delivering several-fold gains in metadata-aware RS applications.

    List of papers
    1. Balanced Product of Calibrated Experts for Long-Tailed Recognition
    Open this publication in new window or tab >>Balanced Product of Calibrated Experts for Long-Tailed Recognition
    2023 (English)In: 2023 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), IEEE COMPUTER SOC , 2023, p. 19967-19977Conference paper, Published paper (Refereed)
    Abstract [en]

    Many real-world recognition problems are characterized by long-tailed label distributions. These distributions make representation learning highly challenging due to limited generalization over the tail classes. If the test distribution differs from the training distribution, e.g. uniform versus long-tailed, the problem of the distribution shift needs to be addressed. A recent line of work proposes learning multiple diverse experts to tackle this issue. Ensemble diversity is encouraged by various techniques, e.g. by specializing different experts in the head and the tail classes. In this work, we take an analytical approach and extend the notion of logit adjustment to ensembles to form a Balanced Product of Experts (BalPoE). BalPoE combines a family of experts with different test-time target distributions, generalizing several previous approaches. We show how to properly define these distributions and combine the experts in order to achieve unbiased predictions, by proving that the ensemble is Fisher-consistent for minimizing the balanced error. Our theoretical analysis shows that our balanced ensemble requires calibrated experts, which we achieve in practice using mixup. We conduct extensive experiments and our method obtains new state-of-the-art results on three long-tailed datasets: CIFAR-100-LT, ImageNet-LT, and iNaturalist-2018. Our code is available at https://github.com/emasa/BalPoE-CalibratedLT.

    Place, publisher, year, edition, pages
    IEEE COMPUTER SOC, 2023
    Series
    IEEE Conference on Computer Vision and Pattern Recognition, ISSN 1063-6919, E-ISSN 2575-7075
    National Category
    Computer Sciences
    Identifiers
    urn:nbn:se:liu:diva-199347 (URN)10.1109/CVPR52729.2023.01912 (DOI)001062531304028 ()9798350301298 (ISBN)9798350301304 (ISBN)
    Conference
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, CANADA, jun 17-24, 2023
    Note

    Funding Agencies|Wallenberg Artificial Intelligence, Autonomous Systems and Software Program (WASP) - Knut and Alice Wallenberg Foundation; Swedish Research Council [2022-06725]; Knut and Alice Wallenberg Foundation at the National Supercomputer Centre

    Available from: 2023-11-28 Created: 2023-11-28 Last updated: 2025-11-18
    2. Flexible Distribution Alignment: Towards Long-Tailed Semi-supervised Learning with Proper Calibration
    Open this publication in new window or tab >>Flexible Distribution Alignment: Towards Long-Tailed Semi-supervised Learning with Proper Calibration
    Show others...
    2024 (English)In: Computer Vision – ECCV 2024: 18th European Conference, Milan, Italy, September 29–October 4, 2024, Proceedings, Part LIV / [ed] Aleš Leonardis, Elisa Ricci, Stefan Roth, Olga Russakovsky, Torsten Sattler, Gül Varol, Springer Nature Switzerland , 2024, Vol. 15112, p. 307-327Conference paper, Published paper (Refereed)
    Abstract [en]

    Long-tailed semi-supervised learning (LTSSL) represents a practical scenario for semi-supervised applications, challenged by skewed labeled distributions that bias classifiers. This problem is often aggravated by discrepancies between labeled and unlabeled class distributions, leading to biased pseudo-labels, neglect of rare classes, and poorly calibrated probabilities. To address these issues, we introduce Flexible Distribution Alignment (FlexDA), a novel adaptive logit-adjusted loss framework designed to dynamically estimate and align predictions with the actual distribution of unlabeled data and achieve a balanced classifier by the end of training. FlexDA is further enhanced by a distillation-based consistency loss, promoting fair data usage across classes and effectively leveraging underconfident samples. This method, encapsulated in ADELLO (Align and Distill Everything All at Once), proves robust against label shift, significantly improves model calibration in LTSSL contexts, and surpasses previous state-of-of-art approaches across multiple benchmarks, including CIFAR100-LT, STL10-LT, and ImageNet127, addressing class imbalance challenges in semi-supervised learning. Our code is available at https://github.com/emasa/ADELLO-LTSSL.

    Place, publisher, year, edition, pages
    Springer Nature Switzerland, 2024
    Series
    Lecture Notes in Computer Science, ISSN 0302-9743, E-ISSN 1611-3349 ; 15112
    National Category
    Computer Systems
    Identifiers
    urn:nbn:se:liu:diva-209223 (URN)10.1007/978-3-031-72949-2_18 (DOI)001352860600018 ()2-s2.0-85208545165 (Scopus ID)9783031729485 (ISBN)9783031729492 (ISBN)
    Conference
    18th European Conference, Milan, Italy, September 29–October 4, 2024
    Note

    Funding Agencies|Wallenberg Artificial Intelligence, Autonomous Systems and Software Program (WASP) - Knut and Alice Wallenberg Foundation; Swedish Research Council [2022-06725]; Knut and Alice Wallenberg Foundation at the National Supercomputer Centre

    Available from: 2024-11-06 Created: 2024-11-06 Last updated: 2025-11-18
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  • Jiménez Romanillos, Elena
    et al.
    Linköping University, Department of Management and Engineering, Product Realisation. Linköping University, Faculty of Science & Engineering.
    Nordholm, Anna
    Linköping University.
    Andersson, Sara
    Linköping University.
    Wever, Renee
    Linköping University, Department of Management and Engineering, Product Realisation. Linköping University, Faculty of Science & Engineering.
    Sustainable choices, fresh approaches: Redesigning meal kits using activity theory2024In: Design Across Borders – United in Creativity Book 4Mexico, Monterrey 2024 / [ed] Lorenzo Imbesi and Alessandra Perlatti, Aalto: Cumulus , 2024, p. 1013-Conference paper (Other academic)
    Abstract [en]

    “Cook and eat” meal kits from pre-packaged food delivery services provide exact portions of ingredients required for specific recipes, promoting sustainability by eliminating food waste in the cooking process. However, these services often overlook some of the current consumer behaviours associated with their use. This study aims to explore consumer behaviour regarding the use of meal kits in the Swedish context, with a particular focus on the sustainability of these behaviours. Applying activity theory as the theoretical framework, this study explores how consumers interact with meal kits during the ordering, cooking, storing and disposal and identifies potential areas for service and packaging improvement to promote sustainability. The methodology used includes a combination of qualitative survey (24 answers), in-depth interviews and observations with 4 households to gather data about consumer cooking practices and perceptions and self-reporting from 3 of the authors. Specifically, the study focuses on the operational layer of activity theory, analysing the routine actions and adjustments consumers make while interacting with meal kits, which directly and both consciously and unconsciously impact food waste and its sustainability. Considering the harmonies and tensions found between the consumer, the meal kit, including the recipe, the food, and the packaging, and the homemade meal, the findings show that while meal kits ease the cooking process and save time, they are perceived as having excessive packaging and do not completely eliminate food waste as promoted. Design suggestions include considering returnable packaging systems, offering ingredient replacement options, providing freezable and microwavable recipes, and including new cooking guidelines such as taste-testing steps. These changes can better align them with consumer needs, and potentially reduce the impact of consumer use, reducing food waste and increasing the sustainability perception of the system.

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  • Public defence: 2025-12-18 09:00 C1, C-building, LinköpingOrder onlineBuy this publication >>
    Martínez Enguita, David
    Linköping University, Department of Physics, Chemistry and Biology, Bioinformatics. Linköping University, Faculty of Science & Engineering.
    Explainable deep learning for DNA methylation analysis in health and disease2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Modern clinical decision support requires models that are both accurate and mechanistically interpretable. DNA methylation tracks the cumulative influence of development, lifestyle, and environment on gene regulation, but its dimensionality and tissue specificity complicate analysis and clinical application. This thesis develops explainable deep learning methods that learn coherent biological signals from genome-wide methylation data, aiming to derive reliable biomarkers of aging, disease risk and severity, and system-level health. Central to our approach are deep autoencoders, unsupervised multi-layered neural networks that efficiently compress DNA methylation data into low-dimensional embeddings that preserve relevant biology, paired with interpretability techniques that expose feature contributions and model reasoning, such as perturbation-based latent activation.

    By training on large multi-tissue compendia of human DNA methylation samples, we observed that the autoencoders self-organized their latent spaces, recapitulating protein-protein interaction (PPI) modules. Interpreting these structured embeddings yielded pathway-enriched epigenomic signatures that supported accurate epigenetic age estimation and robust classification of disease status and smoking. Building on these findings, we introduced a PPI-guided autoencoder that incorporates a graph-regularized protein interaction prior, encouraging each latent unit to be functionally specific and colocalized within the human interactome. We showed that this soft guidance improved the mechanistic interpretability of downstream models, in this case supervised translators that map between omics modalities (transcriptomics, DNA methylation, genomics).

    In parallel, we combined autoencoder embeddings with established aging markers to train explainable neural-network age clocks that achieved state-of-the-art cross-tissue precision, while also capturing fine-grained developmental, immune, and metabolic signatures. Finally, we operationalized these representations in a clinical decision-support pipeline that predicts respiratory, cardiovascular, and metabolic system-level health scores from blood methylation, with supervised deep learning models that highlight biological processes associated with each physiological system. Collectively, this work provides a scalable and auditable framework that converts methylomes into interpretable feature sets and actionable indicators for clinical use, enabling early risk assessment, monitoring of treatment responses and lifestyle changes, and informed therapeutic target prioritization.

    List of papers
    1. NCAE: data-driven representations using a deep network-coherent DNA methylation autoencoder identify robust disease and risk factor signatures
    Open this publication in new window or tab >>NCAE: data-driven representations using a deep network-coherent DNA methylation autoencoder identify robust disease and risk factor signatures
    2023 (English)In: Briefings in Bioinformatics, ISSN 1467-5463, E-ISSN 1477-4054, Vol. 24, no 5, article id bbad293Article in journal (Refereed) Published
    Abstract [en]

    Precision medicine relies on the identification of robust disease and risk factor signatures from omics data. However, current knowledge-driven approaches may overlook novel or unexpected phenomena due to the inherent biases in biological knowledge. In this study, we present a data-driven signature discovery workflow for DNA methylation analysis utilizing network-coherent autoencoders (NCAEs) with biologically relevant latent embeddings. First, we explored the architecture space of autoencoders trained on a large-scale pan-tissue compendium (n = 75 272) of human epigenome-wide association studies. We observed the emergence of co-localized patterns in the deep autoencoder latent space representations that corresponded to biological network modules. We determined the NCAE configuration with the strongest co-localization and centrality signals in the human protein interactome. Leveraging the NCAE embeddings, we then trained interpretable deep neural networks for risk factor (aging, smoking) and disease (systemic lupus erythematosus) prediction and classification tasks. Remarkably, our NCAE embedding-based models outperformed existing predictors, revealing novel DNA methylation signatures enriched in gene sets and pathways associated with the studied condition in each case. Our data-driven biomarker discovery workflow provides a generally applicable pipeline to capture relevant risk factor and disease information. By surpassing the limitations of knowledge-driven methods, our approach enhances the understanding of complex epigenetic processes, facilitating the development of more effective diagnostic and therapeutic strategies.

    Place, publisher, year, edition, pages
    OXFORD UNIV PRESS, 2023
    Keywords
    deep learning; autoencoders; DNA methylation; transfer learning; biomarkers; systems medicine
    National Category
    Bioinformatics and Computational Biology
    Identifiers
    urn:nbn:se:liu:diva-197471 (URN)10.1093/bib/bbad293 (DOI)001049091000001 ()37587790 (PubMedID)
    Note

    Funding Agencies|Swedish Research Council [2019-04193]; Wallenberg AI, Autonomous Systems and Software Program (WASP); SciLifeLab and Wallenberg National~Program for Data-Driven Life Science (DDLS) [WASPDDLS21-040/KAW 2020.0239]

    Available from: 2023-09-06 Created: 2023-09-06 Last updated: 2025-11-17
    2. Precise and interpretable neural networks reveal epigenetic signatures of aging across youth in health and disease
    Open this publication in new window or tab >>Precise and interpretable neural networks reveal epigenetic signatures of aging across youth in health and disease
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    2025 (English)In: Frontiers in Aging, E-ISSN 2673-6217, Vol. 5, article id 1526146Article in journal (Refereed) Published
    Abstract [en]

    Introduction DNA methylation (DNAm) age clocks are powerful tools for measuring biological age, providing insights into aging risks and outcomes beyond chronological age. While traditional models are effective, their interpretability is limited by their dependence on small and potentially stochastic sets of CpG sites. Here, we propose that the reliability of DNAm age clocks should stem from their capacity to detect comprehensive and targeted aging signatures.Methods We compiled publicly available DNAm whole-blood samples (n = 17,726) comprising the entire human lifespan (0-112 years). We used a pre-trained network-coherent autoencoder (NCAE) to compress DNAm data into embeddings, with which we trained interpretable neural network epigenetic clocks. We then retrieved their age-specific epigenetic signatures of aging and examined their functional enrichments in age-associated biological processes.Results We introduce NCAE-CombClock, a novel highly precise (R2 = 0.978, mean absolute error = 1.96 years) deep neural network age clock integrating data-driven DNAm embeddings and established CpG age markers. Additionally, we developed a suite of interpretable NCAE-Age neural network classifiers tailored for adolescence and young adulthood. These clocks can accurately classify individuals at critical developmental ages in youth (AUROC = 0.953, 0.972, and 0.927, for 15, 18, and 21 years) and capture fine-grained, single-year DNAm signatures of aging that are enriched in biological processes associated with anatomic and neuronal development, immunoregulation, and metabolism. We showcased the practical applicability of this approach by identifying candidate mechanisms underlying the altered pace of aging observed in pediatric Crohn's disease.Discussion In this study, we present a deep neural network epigenetic clock, named NCAE-CombClock, that improves age prediction accuracy in large datasets, and a suite of explainable neural network clocks for robust age classification across youth. Our models offer broad applications in personalized medicine and aging research, providing a valuable resource for interpreting aging trajectories in health and disease.

    Place, publisher, year, edition, pages
    FRONTIERS MEDIA SA, 2025
    Keywords
    DNA methylation; neural networks; age clock; epigenetic age; youth
    National Category
    Bioinformatics (Computational Biology)
    Identifiers
    urn:nbn:se:liu:diva-211720 (URN)10.3389/fragi.2024.1526146 (DOI)001414074300001 ()39916723 (PubMedID)2-s2.0-85216955208 (Scopus ID)
    Note

    Funding Agencies|Vetenskapsrdet10.13039/501100004359 [Berzelius-2022-156, Berzelius-2024-5, LiU-compute-2023-38, NAISS 2023/5-303]

    Available from: 2025-02-18 Created: 2025-02-18 Last updated: 2025-11-24
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  • Hedin, Elisa
    Linköping University, Department of Computer and Information Science.
    Frequency hopping methods for radar anti-jamming2025Independent thesis Basic level (university diploma), 10 credits / 15 HE creditsStudent thesis
    Abstract [en]

    Three approaches for Doppler radar are compared with respect to anti-jamming: A non-adaptive one which maintains a constant transmission frequency, an simple adaptive one that changes frequency based on current interference on the spectrum, and a reinforcement-learning based adaptive one which utilises Q-learning to pick the most appropriate frequency band based on the current state of the spectrum. Both simulated and real-world tests with a doppler radar are carried out to assess which approach is more successful, and to determine appropriate values for the learning rate and discount factor in the reinforcement learning-based approach. Tests show that the reinforcement learning approach is more successful both in not being jammed, and (for the adaptive solutions) in transmitting on the same frequency for longer, which enables detection of slow targets.

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  • Jahic Pettersson, Alma
    et al.
    Linköping University, Department of Behavioural Sciences and Learning, Division of Learning, Aesthetics, Natural Science. Linköping University, Faculty of Educational Sciences.
    Axell, Cecilia
    Linköping University, Faculty of Educational Sciences. Linköping University, Department of Behavioural Sciences and Learning, Division of Learning, Aesthetics, Natural Science.
    Berg, Astrid
    Linköping University, Faculty of Educational Sciences. Linköping University, Department of Behavioural Sciences and Learning, Division of Learning, Aesthetics, Natural Science.
    Persson, Johanna
    Norrköpings kommun; Reggio Emilia Institutet.
    Berättelser som inspirerar: Att undervisa i teknik och naturvetenskap utifrån barnlitteratur2025Book (Refereed)
    Abstract [sv]

    Syftet med projekt Meningsskapande i Naturvetenskap och Teknik genom Skönlitteratur (MNTS) var att utveckla undervisningen i naturvetenskap och teknik i förskolan och åk F-6 genom att integrera skönlitterära böcker i undervisningen. Projektet var ett forsknings- och utvecklingsprojekt där samverkan var en viktig del. Samverkan byggde på ett samarbete mellan forskare vid Linköpings universitet, medarbetare från Utbildningskontoret, Norrköpings stadsbiblioteks medarbetare, skolbibliotekarier samt förskollärare och grundskolelärare i ett antal av Norrköpings kommunala skolor och förskolor. Projektet har finansierats av Norrköpings fond för forskning och utveckling.

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  • Public defence: 2025-12-18 10:15 Nobel (BL32), LinköpingOrder onlineBuy this publication >>
    Mohammadi, Arman
    Linköping University, Department of Electrical Engineering, Vehicular Systems. Linköping University, Faculty of Science & Engineering.
    Machine Learning for Fault Diagnosis of Industrial Systems2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Fault diagnosis is essential for ensuring the safety and reliability of complex engineering systems, where faults in individual components can propagate into degradation of overall process performance and eventually failure. Traditional model-based diagnosis relies on mathematical models to generate residuals that capture deviations from expected behavior, while data-driven diagnosis uses machine learning on historical data to detect or classify faults. While both approaches aim for fault detection and isolation, achieving satisfactory performance is a non-trivial task. Model-based methods require detailed domain expertise and accurate system models, whereas data-driven approaches often struggle with scarce or unrepresentative fault data and unreliable generalization beyond training distributions.

    A primary focus of this thesis is the investigation of hybrid fault diagnosis methods that integrate physical insight with deep learning architectures to reduce reliance on fault data. To address this, structural analysis is employed as a foundational tool for identifying redundancy, and computational sequences derived from the structural model are used to guide the design of neural network-based residual architectures. Additionally, the residuals are designed to respect the underlying differential relationships of dynamic systems, with careful consideration given to the numerical evolution of system states. Several sequential modeling approaches are implemented, and a methodology for generation, training and assessment of these hybrid diagnostic systems is provided.

    Another aspect of this thesis is addressing model inaccuracies in data-driven diagnosis. Diagnosis systems must handle noisy sensor signals and incomplete training data, which can cause unreliable or overconfident diagnostic statements. To address this, the thesis explores different techniques to evaluate the reliability of the data-driven residuals. One approach is to model validity regions of residual models in which diagnostic conclusions remain reliable. The second approach uses probabilistic ensemble neural networks to quantify aleatoric and epistemic uncertainty and to handle model inaccuracies. In this thesis, it is shown how to integrate data-driven models and the assessed reliability measures, into a consistency-based diagnosis framework.

    This thesis contributes to bridging the areas of model-based and data-driven fault diagnosis. The proposed methods have been validated using data from both simulations and real automotive case studies. The results show that the design of neural network-based residuals can reason about abnormal behavior in complex dynamic processes even when there is limited or no training data from faults.

    List of papers
    1. Analysis of grey-box neural network-based residuals for consistency-based fault diagnosis
    Open this publication in new window or tab >>Analysis of grey-box neural network-based residuals for consistency-based fault diagnosis
    2022 (English)Conference paper, Published paper (Refereed)
    Abstract [en]

    Data-driven fault diagnosis requires training data that is representative of the different operating conditions of the system to capture its behavior. If training data is limited, one solution is to incorporate physical insights into machine learning models to improve their effectiveness. However, while previous works show the usefulness of hybrid approaches for isolation of faults, the impact of training data must be taken into consideration when drawing conclusions from data-driven residuals in a consistency-based diagnosis framework. By giving an understanding of the physical interaction between the signals, a hybrid fault diagnosis approach, can enforce model properties of residual generators to isolate faults that are not represented in training data. The objective of this work is to analyze the impact of limited training data when training neural network-based residual generators. It is also investigated how the use of structural information when selecting the network structure is a solution to limited training data and how to ameliorate the performance of hybrid approaches in face of this challenge.

    Place, publisher, year, edition, pages
    Elsevier, 2022
    Series
    IFAC papers online, E-ISSN 2405-8963 ; 6
    Keywords
    Grey-box recurrent neural networks, structural analysis, fault diagnosis, machine learning, model-based diagnosis, anomaly classification
    National Category
    Electrical Engineering, Electronic Engineering, Information Engineering
    Identifiers
    urn:nbn:se:liu:diva-188245 (URN)10.1016/j.ifacol.2022.07.097 (DOI)000858756200001 ()
    Conference
    11th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes SAFEPROCESS 2022. Pafos, Cyprus, 8-10 June 2022
    Available from: 2022-09-07 Created: 2022-09-07 Last updated: 2025-11-17
    2. Fault diagnosis using data-driven residuals for anomaly classification with incomplete training data
    Open this publication in new window or tab >>Fault diagnosis using data-driven residuals for anomaly classification with incomplete training data
    2023 (English)In: IFAC PAPERSONLINE, ELSEVIER , 2023, Vol. 56, no 2, p. 2903-2908Conference paper, Published paper (Refereed)
    Abstract [en]

    Data-driven modeling and machine learning have received a lot of attention in fault diagnosis and system monitoring research. Since faults are rare events, conventional multi-class classification is complicated by incomplete training data and unknown faults. One solution is anomaly classification which can be used to detect abnormal behavior when only training data from the nominal operation is available. However, data-driven fault isolation is still a non-trivial task when training data is not representative of nominal and faulty behavior. In this work, the importance of redundancy for a set of known variables that are fed to a data-driven anomaly classification is discussed. It is shown that residual-based anomaly detection can be used to reject the nominal class which is not possible with one-class classifiers, such as one-class support vector machines. Based on these results, it is also discussed how data-driven residuals can be integrated with model-based fault isolation logic.

    Place, publisher, year, edition, pages
    ELSEVIER, 2023
    Keywords
    Fault detection and isolation; Anomaly detection; Machine learning.
    National Category
    Other Computer and Information Science
    Identifiers
    urn:nbn:se:liu:diva-202551 (URN)10.1016/j.ifacol.2023.10.1410 (DOI)001196708400463 ()
    Conference
    22nd World Congress of the International Federation of Automatic Control (IFAC), Yokohama, JAPAN, jul 09-14, 2023
    Note

    Funding Agencies|Swedish Excellence Center ELLIIT

    Available from: 2024-04-16 Created: 2024-04-16 Last updated: 2025-11-17
    3. Consistency-based diagnosis using data-driven residuals and limited training data
    Open this publication in new window or tab >>Consistency-based diagnosis using data-driven residuals and limited training data
    2025 (English)In: Control Engineering Practice, ISSN 0967-0661, E-ISSN 1873-6939, Vol. 159, article id 106283Article in journal (Refereed) Published
    Abstract [en]

    Effective fault diagnosis is crucial for improving the durability and reliability of automotive systems. Developing a diagnostic system with desirable fault isolability requires an accurate model and/or representative training data covering all possible faults. One promising approach involves using physics-based neural network residuals, known as grey-box models. These networks, designed to represent the system's nominal behavior and trained on fault-free data, are particularly advantageous when training data from faults are scarce. By incorporating causal relationships derived from physical insight, grey-box models retain the structural fault sensitivity of model-based residuals, enabling consistency-based diagnosis decision logic. However, despite their high accuracy in supervised learning benchmarks, neural networks often struggle with misclassification due to out of distribution data, a significant concern in diagnostic applications where false alarms are costly. This study highlights the importance of uncertainty quantification in neural network-based regression models and examines the interplay between different types of uncertainty in diagnostics. To address both epistemic and aleatoric uncertainties and achieve desirable fault isolation, the study applies adaptive thresholds and a measure for testing the validity of the residuals. Additionally, it proposes a consistency-based diagnosis framework using data-driven residuals, with its effectiveness demonstrated on an aftertreatment system of a heavy-duty truck under various drive cycles and fault scenarios.

    Place, publisher, year, edition, pages
    PERGAMON-ELSEVIER SCIENCE LTD, 2025
    Keywords
    Methods based on neural networks for FDI; Structural analysis and residual evaluation methods; AI methods for FDI; Control and diagnosis of automotive systems; Filtering and change detection; Filtering and change detection
    National Category
    Control Engineering
    Identifiers
    urn:nbn:se:liu:diva-212276 (URN)10.1016/j.conengprac.2025.106283 (DOI)001439545700001 ()2-s2.0-85219010030 (Scopus ID)
    Note

    Funding Agencies|ELLIIT; Sweden's innovation agency Vinnova through the project DELPHI

    Available from: 2025-03-18 Created: 2025-03-18 Last updated: 2025-11-17
    4. Analysis of Numerical Integration in RNN-Based Residuals for Fault Diagnosis of Dynamic Systems
    Open this publication in new window or tab >>Analysis of Numerical Integration in RNN-Based Residuals for Fault Diagnosis of Dynamic Systems
    2023 (English)In: IFAC PAPERSONLINE, ELSEVIER , 2023, Vol. 56, no 2, p. 2909-2914Conference paper, Published paper (Refereed)
    Abstract [en]

    Data-driven modeling and machine learning are widely used to model the behavior of dynamic systems. One application is the residual evaluation of technical systems where model predictions are compared with measurement data to create residuals for fault diagnosis applications. While recurrent neural network models have been shown capable of modeling complex non-linear dynamic systems, they are limited to fixed steps discrete-time simulation. Modeling using neural ordinary differential equations, however, make it possible to evaluate the state variables at specific times, compute gradients when training the model and use standard numerical solvers to explicitly model the underlying dynamic of the time-series data. Here, the effect of solver selection on the performance of neural ordinary differential equation residuals during training and evaluation is investigated. The paper includes a case study of a heavy-duty truck's after-treatment system to highlight the potential of these techniques for improving fault diagnosis performance.

    Place, publisher, year, edition, pages
    ELSEVIER, 2023
    Keywords
    Simulation; Recurrent neural networks; Fault diagnosis; Neural ordinary differential; equations; Anomaly classification.
    National Category
    Control Engineering
    Identifiers
    urn:nbn:se:liu:diva-202554 (URN)10.1016/j.ifacol.2023.10.1411 (DOI)001196708400464 ()
    Conference
    22nd World Congress of the International Federation of Automatic Control (IFAC), Yokohama, JAPAN, jul 09-14, 2023
    Note

    Funding Agencies|Swedish Excellence Center ELLIIT

    Available from: 2024-04-16 Created: 2024-04-16 Last updated: 2025-11-17
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  • Brinkhurst, Sean
    Linköping University, Department of Thematic Studies, Tema Environmental Change.
    Cross-Border Air Pollution in India and Bangladesh: Investigating the potential impacts on the area surrounding a super thermal coal power plant in India.2025Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    This study examines trans-boundary air pollution by a coal power plant near the India-Bangladesh border. Given the well documented negative health effects by air pollution, especially particulate matter, it is imperative that this issue is thoroughly investigated. This study adds to an existing body of knowledge around the FSTCPP and aims to further expand the understanding of the emissions on human health.  

     This study used three methods to accomplish the goal. The first method used acellular assays. 1) a dithiothreitol assay to measure oxidative potential, and 2) a hydroxyl assay to measure hydroxyl radical production. These two assays tested particulate matter on samples collected in Bangladesh. The second method involved correlation analyses of weather variables (wind direction, and temperature) and lung health data. The third method involved a cellular assay to measure the toxicity of selected metals to cells.  

     The results from the assays showed that even after accounting for inter-lab variability, the Bangladeshi sites had higher oxidative potential (OP) and hydroxyl (OH) generation capacity than their Indian counterparts. Temperature showed an inverse correlation with OP/OH for the most part, with wind direction having a positive correlation with volume-based OP/OH, and less correlation with intrinsic OP/OH. No correlation was found between OP/OH values and spirometry data. Finally, the cellular exposure assay showed that for certain metals, e.g. Se was more toxic, and cell count decreased as concentration increased.  

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  • Tudegård, Erika
    Linköping University, Department of Thematic Studies, Tema Environmental Change.
    Through Student Eyes: Framing Climate Adaptation: A photovoice study of how students perceive the campus environment and its adaptability to rising temperatures2025Independent thesis Advanced level (degree of Master (Two Years)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    This thesis investigates student perspectives on climate adaptation. As climate change progresses, rising temperatures are expected, something that requires both mitigation and adaptation. This case study invited students at Linköping University, who are frequent users of the campus environment, to participate in a photovoice study to identify strengths and problems in the campus's capacity to handle rising temperatures. Furthermore, the analysis explores how students perceive climate adaptation through the lens of framing theory and discusses their experiences with the photovoice method. The results reveal that a range of strengths and weaknesses were identified within the campus environment. However, no single adaptation measure was perceived as entirely positive or negative. Instead, effective climate resilience demands active management and a combination of various adaptation measures. These measures manifested both in physical forms, such as nature-based solutions and material choices, and in non-physical measures, such as the dissemination of information. Additionally, the findings indicate that students employed three distinct frames in their understanding of climate adaptation: climate adaptation as a multifunctional environment, climate adaptation as a product of environmental cues, and climate adaptation as a nudge for behavior change. The methodology provided students with the opportunity to share their narratives, encouraged critical reflection on their surroundings, and fostered personal growth. The thesis concludes with a discussion that situates the results within a broader context, positioning this case in relation to its character as an example of climate adaptation in an educational environment.

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  • Public defence: 2025-12-16 10:15 K1, NorrköpingOrder onlineBuy this publication >>
    Dávid, Anna
    Linköping University, Department of Science and Technology, Laboratory of Organic Electronics. Linköping University, Faculty of Science & Engineering.
    Exploring the Structure and Electronic Properties of Halide Double Perovskites Containing Transition Metals2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Lead-free halide double perovskites (elpasolites) have emerged as promising alternatives to lead halide perovskites due to the toxicity of lead for various optoelectronic applications, including photodetectors, light-emitting diodes, photocatalysts, and spintronic devices.

    This research focuses on fully inorganic chloro-complex compounds with the general formula Cs2AgxNa1-xInCl6 (x=0…1) as host materials doped with transition metal ions V3+ or Cr3+. These systems are of particular interest due to their broadband near-infrared luminescence properties and potential applications in optoelectronic devices. Additionally, this work investigates isostructural transition metal-based double perovskite compounds Cs2(Ag/Na)FeCl6 that exhibit antiferromagnetic ordering, making them promising candidates for spintronics and quantum information technology. To probe the atomistic structure of these materials, this thesis employs multiple advanced characterization techniques. Synchrotron- based X-ray photoelectron spectroscopy (XPS), near-edge X-ray absorption fine structure (NEXAFS), extended X-ray absorption fine structure (EXAFS), solid-state nuclear magnetic resonance (ssNMR), electron paramagnetic resonance (EPR), and optical spectroscopy were used to examine the dispersion, oxidation state, and local symmetry of dopants and host constituents at the nanoscale. The findings reveal that transition metal ion incorporation may deviate from ideal substitution, presenting challenges for certain applications while simultaneously enabling novel functionalities.

    Overall, this work contributes to the fundamental understanding of structure-property relationships in lead-free halide double perovskites and establish a foundation for the rational design of next-generation optoelectronic and spintronic materials with enhanced performance and reduced environmental impact.

    List of papers
    1. Spin Centers in Vanadium-Doped Cs2NaInCl6 Halide Double Perovskites
    Open this publication in new window or tab >>Spin Centers in Vanadium-Doped Cs2NaInCl6 Halide Double Perovskites
    Show others...
    2024 (English)In: ACS Materials Letters, E-ISSN 2639-4979, Vol. 6, no 2, p. 566-571Article in journal (Refereed) Published
    Abstract [en]

    We provide direct evidence for a spin-active V4+ defect center, likely in the form of a VO2+ complex, predominantly introduced in single crystals of vanadium-doped Cs2NaInCl6 halide double perovskites grown by the solution-processed hydrothermal method. The defect has C-4v point group symmetry, exhibiting an electron paramagnetic resonance (EPR) spectrum arising from an effective electron spin of S = 1/2 and a nuclear spin of I = 7/2 (corresponding to V-51 with nearly 100% natural abundance). The determined electron g-factor and hyperfine parameter values are g(perpendicular to)= 1.973, g(parallel to) = 1.945, A(perpendicular to) = 180 MHz, and A(parallel to) = 504 MHz, with the principal axis z along a &lt; 001 &gt; crystallographic axis. The controlled growth of V-doped Cs2NaInCl6 in an oxygen-free environment is shown to suppress the V4+ EPR signal. The defect model is suggested to have a VOCl5 octahedral coordination, where one of the nearest-neighbor Cl- of V is replaced by O2-, with octahedral compression along the V-O axis. This VO complex formation competes with the isolated V3+ substitution of In3+, which in turn provides a means for the charge-state tuning of V ions. This finding calls for a better understanding and control of defect formation in solution-grown halide double perovskites, which is critical for optimizing and tailoring material design for solution-processable optoelectronics and spintronics.

    Place, publisher, year, edition, pages
    AMER CHEMICAL SOC, 2024
    National Category
    Condensed Matter Physics
    Identifiers
    urn:nbn:se:liu:diva-200977 (URN)10.1021/acsmaterialslett.3c01590 (DOI)001158188700001 ()
    Note

    Funding Agencies|, Carl Tryggers Stiftelse f?r Vetenskaplig Forskning [2021-05790]; Swedish Research Councils [KAW 2019.0082]; Knut and Alice Wallenberg Foundation [48758-1, 48594-1]; Swedish Energy Agency [2009- 00971]; Swedish Government Strategic Research Area in Materials Science on Functional Materials at Linkoping University [CTS 20:350]; Carl-Trygger Foundation

    Available from: 2024-02-22 Created: 2024-02-22 Last updated: 2025-11-17
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  • af Geijerstam, Peder
    et al.
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Prevention, Rehabilitation and Community Medicine. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Primary Care Center, Primary Health Care Center Cityhälsan Centrum.
    Johansson, Emir
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Prevention, Rehabilitation and Community Medicine. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Primary Care Center, Primary Health Care Center Kärna.
    Fägerstam, Siri
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Prevention, Rehabilitation and Community Medicine. Linköping University, Faculty of Medicine and Health Sciences.
    Wu, Jason HY
    The George Institute for Global Health, University of New South Wales, Sydney, New South Wales, Australia.
    Ghafouri, Bijar
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Prevention, Rehabilitation and Community Medicine. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Anaesthetics, Operations and Specialty Surgery Center, Pain and Rehabilitation Center.
    Karlsson, Karin
    Department of Medical Sciences, Uppsala University, Uppsala, Sweden.
    Hebib, Lana
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Prevention, Rehabilitation and Community Medicine. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Primary Care Center, Primary Health Care Center Cityhälsan Söder.
    Kastbom, Lisa
    Linköping University, Faculty of Medicine and Health Sciences. Linköping University, Department of Health, Medicine and Caring Sciences, Division of Prevention, Rehabilitation and Community Medicine. Region Östergötland, Primary Care Center, Primary Health Care Center Ekholmen.
    Wennberg, Patrik
    Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden.
    Gustafson Hedov, Emelie
    Department of Medical Sciences, Uppsala University, Uppsala, Sweden.
    Storgärds, Maria
    MinForskning AB, Uppsala, Sweden.
    Sundström, Johan
    The George Institute for Global Health, University of New South Wales, Sydney, New South Wales, Australia; Department of Medical Sciences, Uppsala University, Uppsala, Sweden.
    Rådholm, Karin
    Linköping University, Department of Health, Medicine and Caring Sciences, Division of Prevention, Rehabilitation and Community Medicine. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Primary Care Center, Primary Health Care Center Kärna. The George Institute for Global Health, University of New South Wales, Sydney, New South Wales, Australia.
    Effect of the FoodSwitch application on type 2 diabetes in Sweden: a study protocol for the randomised controlled DIgitAl diabeTES Treatment – the Healthy Eating, heaLthy Patients trial (DIATEST-HELP)2025In: BMJ Open, E-ISSN 2044-6055, Vol. 15, no 11, article id e110141Article in journal (Refereed)
    Abstract [en]

    Introduction A healthy diet improves glycaemic control and reduces cardiovascular risk in type 2 diabetes (T2D). However, access to dietitians is limited. Several countries have implemented mandatory interpretive front-of-pack labelling to guide consumers towards healthier food choices, but Sweden has not. Smartphone applications may offer an alternative platform to provide such information. This study evaluates the dietary and clinical impact of a novel application providing interpretive labelling to Swedish adults with T2D.

    Methods and analysis This is a fully decentralised randomised controlled trial. 900 individuals with T2D for ≥2 years who regularly shop for groceries will be recruited via general practices and community advertisements. Participants will be randomised to receive either: (1) access to the FoodSwitch mobile application plus standard written dietary advice, or (2) standard written dietary advice only. The FoodSwitch application allows users to scan barcodes on packaged foods to receive recommendations of healthier alternatives within the same category. The primary outcome is the difference in change in mean self-measured glycated haemoglobin between groups after 6 months. Secondary outcomes include differences in changes in waist circumference, body weight, quality of life, medication use, hospitalisations and all-cause mortality at 26 weeks. Exploratory outcomes include omics analyses. Recruitment is ongoing. Expected study completion on 31 December 2026.

    Ethics and dissemination The trial has received ethical approval from the Swedish Ethical Review Authority (2023-06622-01, 2024-06668-02, 2024-07357-02 and 2025-01095-02) and is performed in line with World Medical Association Declaration of Helsinki and the General Data Protection Regulation. Results will be published in a peer-reviewed international journal.

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  • Arvidsson, Martin
    et al.
    Linköping University, The Institute for Analytical Sociology, IAS. Linköping University, Faculty of Arts and Sciences.
    Hedström, Peter
    Linköping University, The Institute for Analytical Sociology, IAS. Linköping University, Faculty of Arts and Sciences.
    Keuschnigg, Marc
    Linköping University, The Institute for Analytical Sociology, IAS. Linköping University, Faculty of Arts and Sciences. Institute of Sociology, Leipzig University.
    Wide Social Influence and the Emergence of the Unexpected: An Empirical Test Using Spotify Data2025In: Sociological Science, E-ISSN 2330-6696, Vol. 12, p. 715-742Article in journal (Refereed)
    Abstract [en]

    Social-influence processes not only affect the rate at which behaviors spread but can also decouple adoption behavior from individual preferences, and thereby bring about unexpected collective outcomes that cannot be predicted on the basis of the initial likes and dislikes of the individuals involved. However, the conditions under which social influence can lead to such decoupling are not well understood. We identify a social-influence mechanism that widens individuals’ behavioral repertoires and breaks the link between individuals’ initial preferences and the collective outcomes they jointly bring about. We test the micro-level assumptions of the mechanism in the context of cultural choices on Spotify, combining topic modeling with traditional statistical matching to cultural change. agent-based simulation estimate peer-to-peer influence effects from digital trace data. We then use agent-based simulations to examine the macro-level consequences of “wide” social influence and its importance for explaining cultural change.

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  • Nilsson Lundell, Linnea
    Linköping University, Department of Management and Engineering, Malmstens Linköping University.
    Tapetserarhantverket i oväntad kontext: En studie om synliggörandet av traditionell möbelta- petsering bortom sittmöbeln2025Independent thesis Basic level (degree of Bachelor), 10,5 credits / 16 HE creditsStudent thesis
    Abstract [en]

    This thesis explores how traditional upholstery techniques can reveal the hidden qualities of the craft when applied in unexpected contexts. Despite the upholsterer's central role in furniture history and the comfort of everyday life, the craft is often overlooked and misunderstood, as the majority of the work is concealed beneath the fabric.

    Through practical work and historical research, the project has explored how upholstery techniques can be used beyond traditional seating furniture. The main outcome of the work is a functional console table that demonstrates traditional techniques such as roll edge padding, blind stitching, piped edge, leather binding and braided webbing in an innovative way. The table is inspired by baroque triad furniture ensembles.

    The study is based on qualitative research methods with a focus on practice-based research, documented through photographs and a logbook. Literature studies of historical and contemporary sources have provided theoretical foundation and historical context. William Morris and Jean Baudrillard's thoughts and perspectives on craft and mass production have contributed to shaping the work's theoretical framework.

    The results show that the traditional invisibility of the upholstery craft can be turned into an opportunity for innovation. The project demonstrates how making craft techniques visible can contribute to increased understanding and appreciation of the profession. The work opens up new possibilities for developing the upholstery craft, while preserving and highlighting traditional knowledge for future generations.

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    Tapetserarhantverket i oväntad kontext
  • Dahlqvist, Karolina
    Linköping University, Department of Physics, Chemistry and Biology.
    Spiral valve in amphibians: A matter of the heartIndependent thesis Basic level (degree of Bachelor), 10,5 credits / 16 HE creditsStudent thesis
    Abstract [en]

    Amphibians have a three-chambered heart, and the mechanics of living with only one ventricle and effectively separating deoxygenated blood and oxygenated blood have been difficult to understand. The outflow tract conus arteriosus contains the structure septum coni, that directs deoxygenated blood to the pulmocutaneous arch and oxygenated blood to the aortic arch, minimizing mixing. In 2021, high-resolution X-ray micro-CT imaging provided new insights into the internal structure of the conus arteriosus, revealing an unexpected connection between the right atrioventricular valve and the conus arteriosus. This connection allows blood separation to occur without a fully divided ventricle, providing a clearer understanding of amphibian cardiac physiology. This review aims to explore these findings and the development of the conus arteriosus from tadpole to adult frog.

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  • Public defence: 2025-12-12 10:15 ACAS, LinköpingOrder onlineBuy this publication >>
    Kaharevic, Ahmed
    Linköping University, Department of Management and Engineering, Political Science. Linköping University, Faculty of Arts and Sciences.
    Access without inclusion: Practising social rights and responsibilities in disadvantaged neighbourhoods of a digital welfare state2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    This compilation thesis problematises challenges of inclusion in the Swedish welfare state, which delivers welfare services through digital government. This is done by analysing individuals’ practices of social rights and responsibilities among residents in multi-ethnic and socioeconomically weaker neighbourhoods. The analysis pays particular attention to people’s individual capabilities that enable such practices. The study builds on four papers.

    The utilisation of digital government comes with ambitions of inclusion and efficiency to strengthen democracy, support citizens’ rights and participation, and provide access to public services. However, this is not always the case. Instead, through digital divides, exclusion is increasing and altering how people use welfare services, interact with the government, and exercise their citizenship rights and responsibilities. Digital inequalities pose a barrier for the welfare state to uphold its ambitions. This thesis develops a theoretical framework grounded in theories of citizenship and digital citizenship, incorporating digital inclusion, administrative literacy, and language proficiency.

    This thesis focuses on how increasing socioeconomic inequalities and digitalisation are expressed among inhabitants in segregated neighbourhoods with lower income, education, and a higher share of migrants with refugee backgrounds. It examines this in the context of public provision delivered through digital services. Analysing the experiences of residents in vulnerable neighbourhoods presents methodological challenges of representation and measurement, including linguistic barriers, social desirability bias, recruitment challenges, and issues of trust. Therefore, this thesis draws on an immersive sequential mixed-methods field study conducted in two diverse Swedish neighbourhoods. It includes field visits, a survey, observations, focus groups, and interviews with both residents and professionals working in or with these deprived neighbourhoods.

    By studying a hard-to-survey population, residents in disadvantaged neighbourhoods, the thesis not only contributes to the lack of data and methods for gathering this data but also problematises theoretical understandings of (digital) citizenship and inclusion. It shows that citizenship inclusion in a (digital) welfare state depends on the interplay of social rights, responsibilities and practices. While formal rights and responsibilities enable access and legal inclusion, meaningful inclusion requires the practice of them, which depends on people’s individual capabilities and practised inclusion. The thesis highlights residents’ challenges in practising social rights and responsibilities through the use of public digital services, mainly due to a lack of digital skills, administrative literacy, and language proficiency.

    List of papers
    1. Digital Citizenship in a Swedish Marginalised Neighbourhood: Different attitudes to and experiences of digital inclusion and eHealth
    Open this publication in new window or tab >>Digital Citizenship in a Swedish Marginalised Neighbourhood: Different attitudes to and experiences of digital inclusion and eHealth
    2021 (English)In: eJournal of eDemocracy & Open Government, E-ISSN 2075-9517, Vol. 13, no 1, p. 31-70Article in journal (Refereed) Published
    Abstract [en]

    We investigate digital citizenship by exploring attitudes and experiences of digital inclusion and eHealth with data from a survey study based on face-to-face interviews in differentlanguages, in a marginalised hard to survey neighbourhood. Through public eHealth services,people can exercise digital citizenship. We explore differences between the marginalised neighbourhood and the national level, and among residents in the neighbourhood, with disaggregateddata. The results show that the respondents in Skäggetorp report lower usage of the internet,lower access to smartphones, a somewhat lower usage of BankID, higher concern for surveillance, and a higher number of respondents feel excluded from digital society in comparison tothe nationwide survey. The results in the disaggregated data show some differences in attitudesto and experience of digital inclusion among residents in Skäggetorp. We conclude that thestudies of digital citizenship need to be broadened to address feeling included, social rights,and difference.

    Keywords
    Digital citizenship, marginalised neighbourhood, digital inclusion, eHealth, hard to survey
    National Category
    Political Science Information Systems, Social aspects
    Identifiers
    urn:nbn:se:liu:diva-178911 (URN)10.29379/jedem.v13i1.637 (DOI)
    Available from: 2021-09-03 Created: 2021-09-03 Last updated: 2025-11-14
    2. Digital inclusion in a disadvantaged Swedish suburb: Trust and participation to form Quality of Government
    Open this publication in new window or tab >>Digital inclusion in a disadvantaged Swedish suburb: Trust and participation to form Quality of Government
    2021 (English)In: 54th Annual Hawaii International Conference on System Sciences, HICSS 2021, IEEE Computer Society, 2021, p. 2389-2398Conference paper, Published paper (Refereed)
    Abstract [en]

    Digital inclusion is the key for a sustainable andinclusive society. In particular, digital governmentalservices must be impartial, inclusive and available foreveryone eligible for the services. Digital inclusion is akey for trust of government in a more digital society.However, the motives access, use and competences to bedigital included varies in line with other forms socioeconomicstratification. It is also complicated to reachthose who are digital excluded in traditional surveymethods. This paper presents a field study on digitalinclusion in a disadvantaged Swedish suburb, where wemade a structured interview survey to reach groups thatare usually hard to survey. The analysis shows thatthose who find it easy to search on the Internet alsoexperience more inclusion in the Swedish society. Inaddition, more advanced use as on-line payments anduse of eID seems to increase the trust in publicauthorities. Thereby, digital inclusion can be seen as afactor enhancing even quality of government, that hasto be further investigated.

    Place, publisher, year, edition, pages
    IEEE Computer Society, 2021
    Series
    Proceedings of the Annual Hawaii International Conference on System Sciences, E-ISSN 1530-1605 ; 2020
    National Category
    Public Administration Studies Information Systems, Social aspects
    Identifiers
    urn:nbn:se:liu:diva-175018 (URN)10.24251/HICSS.2021.292 (DOI)001300419502045 ()2-s2.0-85108342454 (Scopus ID)
    Conference
    Hawaii International Conference on System Sciences 2021, Maui, HI, JAN 04-08, 2021
    Funder
    Swedish Research Council Formas, 2018-02366
    Note

    Funding Agencies|Swedish Research council FORMAS [2018-02366]; Formas [2018-02366] Funding Source: Formas

    Available from: 2021-04-15 Created: 2021-04-15 Last updated: 2025-11-14Bibliographically approved
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  • Karnoub, Shahed
    Linköping University, Department of Science and Technology.
    Development of an AI-Driven Work Preparation Generator: Efficiency and Quality Assurance in the Construction Industry2025Independent thesis Advanced level (degree of Master (One Year)), 20 credits / 30 HE creditsStudent thesis
    Abstract [en]

    The purpose of this thesis is to develop and evaluate an AI-driven work preparation generator to improve efficiency and quality in producing work preparations in the construction industry. The research was conducted in collaboration with Stångebro Bygg AB and involved a combination of qualitative and quantitative methods. Two prototype solutions were developed using generative AI – one based on OpenAI’s language model (GPT) and another using Microsoft Azure’s AI services – and their outputs were tested on real project scenarios. These AI-generated work preparation documents were then compared to traditional, manually prepared documents in terms of content quality, efficiency, and usability. Additionally, interviews with industry practitioners (both within the company and externally) were carried out to gather insights on current work preparation practices and expectations from AI tools. The results demonstrate that both AI prototypes successfully generated work preparations closely matching the structure and content of those produced manually. The OpenAI GPT-based solution provided more comprehensive initial drafts, while the Azure-based solution delivered outputs more directly focused on the user’s specific inputs. In comparison to the manual process, the AI-driven approach significantly reduced the time required to produce a work preparation and increased the level of standardization in the documentation. However, some human review was still necessary to adjust the AI outputs to project-specific conditions. The study identified key requirements for an effective AI-based tool: alignment with the company’s templates and terminology, a user-friendly interface adaptable to practitioners’ needs, and integration of domain-specific knowledge of local construction regulations. In conclusion, the thesis finds that generative AI holds strong potential to streamline and enhance the work preparation process in construction. The optimal outcome is achieved by combining AI capabilities with human expertise – AI contributes speed and structured content, while human professionals ensure context relevance and quality control. This work thereby confirms that the developed AI-driven generator can be a functional, useful, and integrable solution, leading to more efficient preparation workflows and improved document quality in construction projects.

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  • Public defence: 2025-12-19 09:00 Berzeliussalen, building 463, LinköpingOrder onlineBuy this publication >>
    Holmqvist Larsson, Kristina
    Linköping University, Department of Biomedical and Clinical Sciences, Center for Social and Affective Neuroscience. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Psykiatricentrum, Department of Child and Adolescent Psychiatry in Linköping.
    Emotion regulation difficulties in adolescents: Assessment and treatment in clinical samples2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Background: Emotion regulation involves managing which emotions we experience, when and how we feel them, and how we express them. Difficulties in emotion regulation, known as emotion dysregulation, are central to many mental health conditions. With significant overlap across psychiatric diagnoses, transdiagnostic approaches to understanding and treating these issues are gaining attention. Adolescence is marked by major physical, psychological, and social changes, alongside heightened emotional experiences and the onset of many psychiatric disorders. This highlights the importance of addressing emotion dysregulation in child and adolescent psychiatric care, and the need to evaluate its assessment and explore transdiagnostic interventions.

    The overarching aim of this thesis was twofold: first, to examine the assessment of emotion dysregulation in adolescents within child and adolescent psychiatric services; and second, to evaluate the feasibility, outcomes and experiences of a brief adjunctive emotion regulation skills training.

    In Study I, the psychometric properties of a brief version of the Difficulties in Emotion Regulation Scale (DERS-16; Bjureberg et al., 2016) were examined in a child and adolescent psychiatric sample (n = 281). The DERS-16 was also used to assess emotion dysregulation in a community sample (n = 3,169). A two-step cluster analysis was conducted to identify subgroups within the clinical sample. Study II was a pilot study evaluating a brief emotion regulation skills training group delivered jointly to adolescents (n = 20) and their parents (n = 21) in an outpatient child and adolescent psychiatric setting. The aim was to assess the feasibility and outcomes of the intervention using a within-group design. Pre- and post-assessments consisted of self-report measures and a written consumer satisfaction questionnaire. Study III was a randomised controlled study of a brief emotion regulation skills training group. A transdiagnostic sample of adolescents (n = 118) from two child and adolescent psychiatric clinics was randomised to either the intervention group or an active waitlist control. Data were analysed using intent-to-treat principles, with analysis of covariance and exploratory within-group analyses conducted. In Study IV, qualitative interviews were conducted with 10 adolescents and 11 parents regarding their experiences of participating in the emotion regulation skills training. Reflexive thematic analysis was used to analyse the interview data. The findings from Study I demonstrated that the DERS-16 showed acceptable psychometric properties within a child and adolescent psychiatric sample. The measure effectively distinguished between the clinical and community samples in terms of emotion dysregulation. The cluster analysis resulted in a three-cluster solution where the group with highest self-reported emotion dysregulation also were characterised by greater comorbidity, increased risk behaviours, and higher levels of exposure to abuse. Study II indicated that the brief emotion regulation skills training group was feasible, with 87% of participants completing the intervention. Participants generally reported increased knowledge of emotions. Participants showed significant reduction in emotion dysregulation, assessed with Difficulties in Emotion Regulation Scale (DERS; Gratz & Roemer, 2004) and in alexithymia. The results of Study III showed that participants in the brief emotion regulation skills training group experienced significant reductions in difficulties related to emotional clarity and symptoms of alexithymia compared to those in the control group. There were no significant differences in overall emotion dysregulation, or symptoms of depression and anxiety. In Study IV, qualitative analysis yielded three overarching themes: Parent–Child Processes, Individual Processes, and Group Processes. Participants identified improvements in the parent–child relationship as the primary outcome of the intervention.

    The studies in this thesis showed that adolescents in psychiatric care reported greater difficulties with emotion dysregulation than those in the community. The DERS-16 proved suitable for assessing these difficulties, which were linked to higher comorbidity and risk behaviours. A brief emotion regulation skills training, delivered jointly to adolescents and parents, was feasible and associated with reduced difficulties in emotional clarity and symptoms of alexithymia in adolescents. Both adolescents and parents also reported improvements in their relationship following the training.

    List of papers
    1. Assessing emotion regulation difficulties in adolescents: validation and clinical utility of the difficulties in emotion regulation scale, 16-item
    Open this publication in new window or tab >>Assessing emotion regulation difficulties in adolescents: validation and clinical utility of the difficulties in emotion regulation scale, 16-item
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    2025 (English)In: BMC Psychology, E-ISSN 2050-7283, Vol. 13, no 1, article id 237Article in journal (Refereed) Published
    Abstract [en]

    BackgroundEmotion regulation difficulties have been identified as an underlying mechanism in the development and maintenance of psychopathology. The need to improve our understanding of emotion regulation difficulties to accurately assess and treat adolescents in child and adolescent psychiatric settings is essential.MethodIn the first part of the study, the psychometric qualities of the Difficulties in Emotion Regulation Scale, 16-item version (DERS-16) were examined in a clinical child and adolescent psychiatric (CAP) sample. In the second part, the DERS-16 was used to examine emotion regulation difficulties in the CAP sample (N = 281, 15-19-year-olds, 77.6% female) and in a community sample of adolescents (N = 3,169, 16-19-year-olds, 55.6% female). Subgroups were further explored in the CAP sample by two-step cluster analysis with log-likelihood distance measures.ResultsDERS-16 showed satisfactory psychometric qualities in the CAP sample. DERS-16 successfully distinguished adolescents in the clinical sample from adolescents in the community sample. Results showed significantly higher levels of self-reported emotion regulation difficulties in the CAP sample and in females. The two-step cluster analysis resulted in three clusters, named Minor, Moderate and Severe emotion regulation difficulties. Adolescents with the highest levels of emotion regulation difficulties had significantly more risk behaviors such as nonsuicidal self-injury and drug use, depression and anxiety, exposure to abuse, and higher levels of comorbidity.ConclusionsDERS-16 successfully distinguished clinical from community adolescents. The results illustrate the importance of identifying adolescents with high levels of emotion regulation difficulties in child and adolescent psychiatry due to higher levels of comorbidity and risk behaviors.

    Place, publisher, year, edition, pages
    SPRINGERNATURE, 2025
    Keywords
    Emotion regulation; DERS-16; Adolescents; Cluster analysis; Factor analysis
    National Category
    Psychiatry
    Identifiers
    urn:nbn:se:liu:diva-212744 (URN)10.1186/s40359-025-02540-3 (DOI)001443258600005 ()40075543 (PubMedID)2-s2.0-105000067097 (Scopus ID)
    Note

    Funding Agencies|Linkping University

    Available from: 2025-04-01 Created: 2025-04-01 Last updated: 2025-11-14
    2. Emotion regulation group skills training for adolescents and parents: A pilot study of an add-on treatment in a clinical setting
    Open this publication in new window or tab >>Emotion regulation group skills training for adolescents and parents: A pilot study of an add-on treatment in a clinical setting
    2020 (English)In: Clinical Child Psychology and Psychiatry, ISSN 1359-1045, E-ISSN 1461-7021, Vol. 25, no 1, p. 141-155Article in journal (Refereed) Published
    Abstract [en]

    Difficulties with emotion regulation have been identified as an underlying mechanism in mental health. This pilot study aimed at examining whether group skills training in emotion regulation for adolescents and parents as an add-on intervention was feasible in an outpatient child and adolescent psychiatric clinic. We also investigated if the treatment increased knowledge and awareness of emotions and their functions, increased emotion regulation skills and decreased self-reported symptoms of anxiety and depression. Six skills training groups were piloted with a total of 20 adolescents and 21 adults. The treatment consisted of five sessions dealing with psychoeducation about emotions and emotion regulation skills training. Paired-samples t test was used to compare differences between before-and-after measures for adolescents and parents separately. The primary outcome measure, Difficulties in Emotion Regulation Scale, showed significant improvement after treatment for both adolescents and parents. For adolescents, measures of alexithymia were significantly reduced. Also, emotional awareness was significantly increased. Measures of depression and anxiety did not change. In conclusion, group skills training as an add-on treatment can be feasible and effective but further studies are needed.

    Place, publisher, year, edition, pages
    Sage Publications, 2020
    Keywords
    Emotion regulation; skills training; adolescents; treatment; group
    National Category
    Applied Psychology
    Identifiers
    urn:nbn:se:liu:diva-160430 (URN)10.1177/1359104519869782 (DOI)000483213500001 ()31419914 (PubMedID)2-s2.0-85071517722 (Scopus ID)
    Available from: 2019-09-23 Created: 2019-09-23 Last updated: 2025-11-14Bibliographically approved
    3. “It’s ok that I feel like this”: a qualitative study of adolescents’ and parents’ experiences of facilitators, mechanisms of change and outcomes in a joint emotion regulation group skills training
    Open this publication in new window or tab >>“It’s ok that I feel like this”: a qualitative study of adolescents’ and parents’ experiences of facilitators, mechanisms of change and outcomes in a joint emotion regulation group skills training
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    2023 (English)In: BMC Psychiatry, E-ISSN 1471-244X, Vol. 23, no 1, article id 591Article in journal (Refereed) Published
    Abstract [en]

    BackgroundEmotion regulation difficulties underlie several psychiatric conditions, and treatments that focus on improving emotion regulation can have an effect on a broad range of symptoms. However, participants in-depth experiences of participating in emotion regulation treatments have not been much studied. In this qualitative study, we investigated participants experiences of a joint emotion regulation group skills training in a child and adolescent psychiatric outpatient setting.MethodsTwenty-one participants (10 adolescents and 11 parents) were interviewed about their experiences after they had participated in a seven-session transdiagnostic emotion regulation skills training for adolescents and parents. The aim of the skills training was to decrease emotion regulation difficulties, increase emotional awareness, reduce psychiatric symptoms, and enhance quality of life. The skills training consisted of psychoeducation about emotions and skills for regulating emotions. The interviews were transcribed and analysed using reflexive thematic analysis.ResultsThe analysis resulted in three overarching themes: Parent - Child processes, Individual processes, and Group processes. The result showed that participants considered an improved parent-child relationship to be the main outcome. Increased knowledge, emotion regulation skills and behavioural change were conceptualised as both mechanisms of change and outcomes. The group format, and the fact that parents and adolescents participated together, were seen as facilitators. Furthermore, the participants experienced targeting emotions in skills training as meaningful and helpful.ConclusionThe results highlight the potential benefits of providing emotion regulation skills training for adolescents and parents together in a group format to improve the parent-child relationship and enable the opportunity to learn skills.

    Place, publisher, year, edition, pages
    BMC, 2023
    Keywords
    Emotion regulation; Skills training; Adolescents; Outcomes; Mechanisms of change; Facilitators
    National Category
    Applied Psychology
    Identifiers
    urn:nbn:se:liu:diva-197479 (URN)10.1186/s12888-023-05080-5 (DOI)001049363100006 ()37582695 (PubMedID)
    Available from: 2023-09-06 Created: 2023-09-06 Last updated: 2025-11-14
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  • Public defence: 2025-12-19 13:00 Hasselquistsalen, LinköpingOrder onlineBuy this publication >>
    Öhrnberg, Isabelle
    Linköping University, Department of Biomedical and Clinical Sciences, Division of Inflammation and Infection. Linköping University, Faculty of Medicine and Health Sciences.
    Epigenetic changes in lung immune cells and buccal mucosa during tuberculosis infection and treatment2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Tuberculosis (TB) is the leading infectious disease in terms of global mortality and remains a major contributor to poor health worldwide. Infection with Mycobacterium tuberculosis, the causative agent of TB, can result in a wide range of clinical outcomes – from early clearance by the innate immune system to TB infection, subclinical disease and active TB. This variability highlights TB as a disease with a broad clinical spectrum. Although TB is curable with antibiotics, some patients still experience poor outcomes due to relapse or treatment failure. Drug resistance further complicates care, highlighting the need for better tools to monitor treatment and predict outcomes. Epigenetic mechanisms like DNA methylation have shown promise in disease diagnostics and monitoring. Notably, DNA methylation changes can be detected in buccal cells collected via non-invasive mouth swabs, offering a practical approach for clinical sampling. To address the need for improved TB monitoring tools, this thesis investigates whether DNA methylation can serve as a biomarker for TB diagnosis, treatment response and prognosis. The research is driven by the hypothesis that exposure to M. tuberculosis induces epigenetic changes in host immune cells, potentially reflecting disease status and progression. Paper I and II investigate the DNA methylation landscape of host immune cells in the lung compartment and buccal mucosa in healthy controls, individuals exposed to TB and in patients with active TB at the onset of treatment. Notably, TB exposure, TB infection (as indicated by a positive interferongamma release assay) and active TB were associated with distinct DNA methylation signatures in lung and buccal mucosa, reflecting the clinical spectrum of TB. In Paper II, we developed and validated a DNA methylation-based classifier for active TB, comprising seven CpG sites selected for their ability to distinguish TB patients from TB-exposed individuals and healthy controls. Furthermore, the longitudinal study presented in Paper III followed TB patients from the start of treatment through six months of therapy. During treatment, the DNA methylation signature derived from buccal swab samples showed dynamic changes, indicating treatment-associated epigenetic alterations. Using a machine learning approach, we developed a regression model based on nine CpG sites to predict TB symptom severity across multiple populations. Collectively, these findings support the potential of DNA methylation-based biomarkers to aid in TB diagnosis and prognosis. While the hypothesis was partially confirmed (DNA methylation changes were observed in TB exposure and infection) the specificity to M. tuberculosis remains to be fully established. Further longitudinal studies and mechanistic investigations are needed to validate these epigenetic signatures and their clinical utility.

    List of papers
    1. The spectrum of tuberculosis described as differential DNA methylation patterns in alveolar macrophages and alveolar T cells
    Open this publication in new window or tab >>The spectrum of tuberculosis described as differential DNA methylation patterns in alveolar macrophages and alveolar T cells
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    2022 (English)In: Clinical Epigenetics, ISSN 1868-7075, Vol. 14, no 1, article id 175Article in journal (Refereed) Published
    Abstract [en]

    Background: Host innate immune cells have been identified as key players in the early eradication of Mycobacterium tuberculosis and in the maintenance of an anti-mycobacterial immune memory, which we and others have shown are induced through epigenetic reprogramming. Studies on human tuberculosis immunity are dominated by those using peripheral blood as surrogate markers for immunity. We aimed to investigate DNA methylation patterns in immune cells of the lung compartment by obtaining induced sputum from M. tuberculosis- exposed subjects including symptom-free subjects testing positively and negatively for latent tuberculosis as well as patients diagnosed with active tuberculosis. Alveolar macrophages and alveolar T cells were isolated from the collected sputum and DNA methylome analyses performed (Illumina Infinium Human Methylation 450 k).Results: Multidimensional scaling analysis revealed that DNA methylomes of cells from the tuberculosis-exposed subjects and controls appeared as separate clusters. The numerous genes that were differentially methylated between the groups were functionally connected and overlapped with previous findings of trained immunity and tuberculosis. In addition, analysis of the interferon-gamma release assay (IGRA) status of the subjects demonstrated that the IGRA status was reflected in the DNA methylome by a unique signature.Conclusions: This pilot study suggests that M. tuberculosis induces epigenetic reprogramming in immune cells of the lung compartment, reflected as a specific DNA methylation pattern. The DNA methylation signature emerging from the comparison of IGRA-negative and IGRA-positive subjects revealed a spectrum of signature strength with the TB patients grouping together at one end of the spectrum, both in alveolar macrophages and T cells. DNA methylation-based biosignatures could be considered for further development towards a clinically useful tool for determining tuberculosis infection status and the level of tuberculosis exposure.

    Place, publisher, year, edition, pages
    BMC, 2022
    Keywords
    DNA methylation; Tuberculosis; Biosignature; Epigenetics; Sputum induction; IGRA
    National Category
    Surgery
    Identifiers
    urn:nbn:se:liu:diva-191049 (URN)10.1186/s13148-022-01390-9 (DOI)000899977500001 ()36527066 (PubMedID)2-s2.0-85144158915 (Scopus ID)
    Note

    Funding Agencies|Linkoeping University; Forskningsradet Sydoestra Sverige; Swedish Research Council [FORSS-932096]; Swedish Heart Lung Foundation [2015-02593, 2018-02961, 2018-04246, 106-2018-FONDECYT]; CONCYTEC-PROCIENCIA [2018-05973, 20150709]; Board of Research at the Karolinska Institute, Stockholm [20180613]; World Infection Fund

    Available from: 2023-01-17 Created: 2023-01-17 Last updated: 2025-11-13Bibliographically approved
    2. A DNA Methylation Signature From Buccal Swabs to Identify Tuberculosis Infection
    Open this publication in new window or tab >>A DNA Methylation Signature From Buccal Swabs to Identify Tuberculosis Infection
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    2025 (English)In: Journal of Infectious Diseases, ISSN 0022-1899, E-ISSN 1537-6613, Vol. 231, no 1, p. e47-e58Article in journal (Refereed) Published
    Abstract [en]

    Background Tuberculosis (TB) is among the largest infectious causes of death worldwide, and there is a need for a time- and resource-effective diagnostic methods. In this novel and exploratory study, we show the potential of using buccal swabs to collect human DNA and investigate the DNA methylation (DNAm) signatures as a diagnostic tool for TB.Methods Buccal swabs were collected from patients with pulmonary TB (n = 7), TB-exposed persons (n = 7), and controls (n = 9) in Sweden. Using Illumina MethylationEPIC array, the DNAm status was determined.Results We identified 5644 significant differentially methylated CpG sites between the patients and controls. Performing the analysis on a validation cohort of samples collected in Kenya and Peru (patients, n = 26; exposed, n = 9; control, n = 10) confirmed the DNAm signature. We identified a TB consensus disease module, significantly enriched in TB-associated genes. Last, we used machine learning to identify a panel of 7 CpG sites discriminative for TB and developed a TB classifier. In the validation cohort, the classifier performed with an area under the curve of 0.94, sensitivity of 0.92, and specificity of 1.Conclusions In summary, the result from this study shows clinical implications of using DNAm signatures from buccal swabs to explore new diagnostic strategies for TB. In this work we show that individuals with tuberculosis display distinct DNA methylation patterns in the buccal mucosa compared to healthy controls and tuberculosis-exposed individuals, showing the potential of using this DNA methylation signature as a diagnostic tool. Graphical Abstract

    Place, publisher, year, edition, pages
    OXFORD UNIV PRESS INC, 2025
    Keywords
    tuberculosis; DNA methylation; classifier; biosignature; buccal swabs
    National Category
    Dermatology and Venereal Diseases
    Identifiers
    urn:nbn:se:liu:diva-206408 (URN)10.1093/infdis/jiae333 (DOI)001274704600001 ()38962817 (PubMedID)
    Note

    Funding Agencies|Heart and Lung Foundation [20180613, 20220034]; Swedish Research Council [2018-02961, 2018-04246]

    Available from: 2024-08-19 Created: 2024-08-19 Last updated: 2025-11-13
    3. A DNA methylation signature identified in the buccal mucosa reflecting active tuberculosis is changing during tuberculosis treatment
    Open this publication in new window or tab >>A DNA methylation signature identified in the buccal mucosa reflecting active tuberculosis is changing during tuberculosis treatment
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    2024 (English)In: Scientific Reports, E-ISSN 2045-2322, Vol. 14, no 1, article id 29552Article in journal (Refereed) Published
    Abstract [en]

    Tuberculosis (TB) poses a significant global health threat, with high mortality rates if left untreated. Current sputum-based TB treatment monitoring methods face numerous challenges, particularly in relation to sample collection and analysis. This pilot study explores the potential of TB status assessment using DNA methylation (DNAm) signatures, which are gaining recognition as diagnostic and predictive tools for various diseases. We collected buccal swab samples from pulmonary TB patients at the commencement of TB treatment (n = 10), and at one, two, and six-month follow-up intervals. We also collected samples from healthy controls (n = 10) and individuals exposed to TB (n = 10). DNAm patterns were mapped using the Illumina Infinium Methylation EPIC 850 K platform. A DNAm profile distinct from controls was discovered in the oral mucosa of TB patients at the start of treatment, and this profile changed throughout the course of TB treatment. These findings were corroborated in a separate validation cohort of TB patients (n = 41), monitored at two and six months into their TB treatment. We developed a machine learning model to predict symptom scores using the identified DNAm TB profile. The model was trained and evaluated on the pilot, validation, and two additional independent cohorts, achieving an R2 of 0.80, Pearson correlation of 0.90, and mean absolute error of 0.13. While validation is needed in larger cohorts, the result opens the possibility of employing DNAm-based diagnostic and prognostic tools for TB in future clinical practice.

    Place, publisher, year, edition, pages
    NATURE PORTFOLIO, 2024
    Keywords
    Tuberculosis; Treatment monitoring; Oral swabs; DNA methylation; Biosignatures; Buccal mucosa
    National Category
    Gastroenterology and Hepatology
    Identifiers
    urn:nbn:se:liu:diva-210465 (URN)10.1038/s41598-024-80570-4 (DOI)001367280000037 ()39609478 (PubMedID)2-s2.0-85210571910 (Scopus ID)
    Note

    Funding Agencies|Swedish Heart and Lung Foundation [20180613, 20220034]; Swedish Research Council [2018-02961, 2018-04246]; Linkoeping University

    Available from: 2024-12-17 Created: 2024-12-17 Last updated: 2025-11-13
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  • Public defence: 2025-12-16 13:15 Ada Lovelace, B-building, LinköpingOrder onlineBuy this publication >>
    Oscar Colaco, Valency
    Linköping University, Department of Computer and Information Science, Software and Systems. Linköping University, Faculty of Science & Engineering.
    Hardening Tree Ensembles: Real-Time and Effective Evasion Defences Beyond Adversarial Re-Training2025Licentiate thesis, comprehensive summary (Other academic)
    Abstract [en]

    Tree ensembles like random forests and gradient boosting machines are widely used machine learning (ML) models, often outperforming advanced techniques like deep neural networks on structured tabular data tasks. These models also have interpretable (human-understandable) structures that enable stakeholders to trace the decision-making process, making them particularly suitable for use in safety- and security-critical applications where trust in the model’s behaviour is paramount. Despite these advantages, recent work has shown that they are highly vulnerable to adversarial examples: carefully perturbed inputs that elicit misclassifications.

    These vulnerabilities are especially concerning as ML continues to permeate domains that are critical to societal functioning. Their seriousness is underscored by legislation such as the recently passed European Union Artificial Intelligence (AI) Act. This act mandates resilience against AI-specific vulnerabilities like evasion attacks caused by adversarial examples targeting ML models at inference time. Measures intended to improve resilience against such evasions, often referred to as hardening, generally involve two strategies: proactive defences, which aim to make models robust (e.g., adversarial re-training), and reactive defences, which focus on detecting and mitigating evasions at inference time. This thesis examines both strategies; it shows that proactive methods like model re-training are ineffective for tree ensembles and consequently advances the state-of-the-art in reactive defences.

    In the context of re-training, doubling the training set through targeted data augmentation steps left accuracy largely unchanged. However, robustness, when quantified using formal verification techniques, dropped by 28–82% across two case studies. This indicates that model re-training alone is ineffective for tree ensembles. To address this, we leveraged formal methods to develop Iceman, a prototype system that uses counterexample regions which violate the robustness property to detect evasion attempts. Iceman can detect evasion attacks regardless of the attack generation process without modifying the underlying tree ensemble. It outperforms the current state-of-the-art methods in evasion detection, OC-Score and GROOT. Across four case studies, it improves Matthews Correlation Coefficient scores by 0.20–0.91 and achieves detection speeds 5–115x faster than OC-Score. In addition, it provides alert filtering and prioritisation capabilities with over 98% accuracy to address alert fatigue in intrusion detection systems. However, Iceman’s applicability is limited to scenarios with fixed attacker perturbation budgets, characterised by pre-defined constraints on the input manipulations that an attacker can apply.

    To expand this applicability to unconstrained attacker perturbation budgets, we developed an additional system, called Maverick, designed to complement Iceman for a better defensive strategy. Just like Iceman, Maverick does not modify the underlying tree ensemble and can detect evasion attacks regardless of the attack generation process. We prove that Maverick’s core detection mechanism is mathematically equivalent to OC-Score, and present enhancements that achieve 85–563x speedups over OC-Score while maintaining identical detection performance and supporting evasion attack diagnostics with over 93% accuracy.

    List of papers
    1. Formal Verification of Tree Ensembles against Real-World Composite Geometric Perturbations
    Open this publication in new window or tab >>Formal Verification of Tree Ensembles against Real-World Composite Geometric Perturbations
    2023 (English)In: Proceedings of the Workshop on Artificial Intelligence Safety 2023 (SafeAI 2023) co-located with the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023) / [ed] Pedroza G., Huang X., Chen X.C., Theodorou A., Hernandez-Orallo J., Castillo-Effen M., Mallah R., McDermid J., CEUR-WS , 2023, Vol. 3381, article id 38Conference paper, Published paper (Refereed)
    Abstract [en]

    Since machine learning components are now being considered for integration in safety-critical systems, safety stakeholdersshould be able to provide convincing arguments that the systems are safe for use in realistic deployment settings. In the caseof vision-based systems, the use of tree ensembles calls for formal stability verification against a host of composite geometricperturbations that the system may encounter. Such perturbations are a combination of an affine transformation like rotation,scaling, or translation and a pixel-wise transformation like changes in lighting. However, existing verification approachesmostly target small norm-based perturbations, and do not account for composite geometric perturbations. In this work,we present a novel method to precisely define the desired stability regions for these types of perturbations. We propose afeature space modelling process that generates abstract intervals which can be passed to VoTE, an efficient formal verificationengine that is specialised for tree ensembles. Our method is implemented as an extension to VoTE by defining a new propertychecker. The applicability of the method is demonstrated by verifying classifier stability and computing metrics associatedwith stability and correctness, i.e., robustness, fragility, vulnerability, and breakage, in two case studies. In both case studies,targeted data augmentation pre-processing steps were applied for robust model training. Our results show that even modelstrained with augmented data are unable to handle these types of perturbations, thereby emphasising the need for certifiedrobust training for tree ensembles.

    Place, publisher, year, edition, pages
    CEUR-WS, 2023
    Series
    CEUR Workshop Proceedings, ISSN 1613-0073 ; 3381
    Keywords
    Machine Learning, Formal Verification, Tree Ensembles, Composite Perturbations, Geometric Perturbations, Random Forests, Gradient Boosting Machines, Semantic Perturbations, Stability, Robustness, Trustworthy AI, Trustworthy Computing
    National Category
    Computer Sciences
    Identifiers
    urn:nbn:se:liu:diva-195996 (URN)2-s2.0-85159287306 (Scopus ID)
    Conference
    The AAAI-23 Workshop on Artificial Intelligence Safety (SafeAI 2023), Washington DC, USA, February 13-14, 2023
    Funder
    Wallenberg AI, Autonomous Systems and Software Program (WASP)
    Available from: 2023-06-30 Created: 2023-06-30 Last updated: 2025-11-13Bibliographically approved
    2. Fast Evasion Detection & Alert Management in Tree-Ensemble-Based Intrusion Detection Systems
    Open this publication in new window or tab >>Fast Evasion Detection & Alert Management in Tree-Ensemble-Based Intrusion Detection Systems
    2024 (English)In: 2024 IEEE 36TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, ICTAI, Institute of Electrical and Electronics Engineers (IEEE) , 2024, p. 404-412Conference paper, Published paper (Refereed)
    Abstract [en]

    Intrusion Detection Systems (IDSs) can help bolster cyber resilience in high-risk systems by promptly detecting anomalies and thwarting security threats which could have catastrophic consequences. While Machine Learning (ML) techniques like Tree Ensembles are well suited for tasks like detecting anomalies, the widespread adoption of these techniques in IDSs faces barriers due to the threat of evasion attacks. Moreover, ML-based IDSs are susceptible to producing a high rate of false positive alerts during detection, causing alert fatigue. To alleviate these problems, we present a method that uses counterexample regions to detect evasion attacks in tree-ensemble-based IDSs. We generate these counterexample regions by defining a modified mapping checker in VoTE, a fast & scalable formal verification tool specialized for tree ensembles. Our method also provides quaternary annotations, empowering security managers with nuanced insights to better handle alerts in the triage queue. Our approach does not require training a separate model and displays good detection performance (≥98 %) in both adversarial & non-adversarial scenarios in four real-world case studies when compared to several approaches in the literature. The prototype system we implement based on our method called Iceman has a very low prediction latency, making it 5-115x faster than the current state-of-the-art in evasion detection for tree ensembles. Finally, empirical evaluations show that Iceman can correctly re-annotate the samples in the presence of evasion attacks for alert management purposes with an accuracy of more than 98 % .

    Place, publisher, year, edition, pages
    Institute of Electrical and Electronics Engineers (IEEE), 2024
    Series
    Proceedings-International Conference on Tools With Artificial Intelligence, ISSN 1082-3409, E-ISSN 2375-0197
    Keywords
    Evasion Attacks; Adversarial Defences; Intrusion Detection Systems; Tree Ensembles; Formal Methods
    National Category
    Computer Sciences Computer Systems
    Identifiers
    urn:nbn:se:liu:diva-211768 (URN)10.1109/ICTAI62512.2024.00065 (DOI)001447778900056 ()2-s2.0-85217421895 (Scopus ID)9798331527242 (ISBN)9798331527235 (ISBN)
    Conference
    2024 IEEE 36th International Conference on Tools with Artificial Intelligence (ICTAI), Herndon, VA, OCT 28-30, 2024
    Funder
    Wallenberg AI, Autonomous Systems and Software Program (WASP)
    Note

    Funding Agencies|Wallenberg AI, Autonomous Systems and Software Program (WASP) - Knut and Alice Wallenberg Foundation

    Available from: 2025-02-20 Created: 2025-02-20 Last updated: 2025-11-13
    3. Real-Time Evasion Detection in Tree Ensemble Automotive Intrusion Detection Systems
    Open this publication in new window or tab >>Real-Time Evasion Detection in Tree Ensemble Automotive Intrusion Detection Systems
    2025 (English)In: 16th IEEE Vehicular Networking Conference (VNC), IEEE, 2025Conference paper, Published paper (Refereed)
    Abstract [en]

    Safety-critical functions in modern vehicles rely on electronic control units that communicate using the controller area network (CAN) protocol, which lacks vital security features. In this context, machine learning (ML) based intrusion detection systems (IDSs) were proposed as a solution to improve cyber resilience through real-time attack detection. However, these ML-IDSs must also withstand evasion attacks that could compromise vehicular safety. To this end, this paper addresses such attacks in misuse-based tree ensemble IDSs and proposes a method that detects evasion attempts. It uses the ordered set of reached leaf nodes activated by correctly classified training samples as a normality baseline. An autoencoder-based detector then identifies deviations as likely evasion attempts. Our approach does not modify the protected tree ensemble IDS, assumes no knowledge of the process for generating adversarial examples (ensuring generalisability), and works with any additive tree ensemble. We also prove that it is mathematically equivalent to the state-of-the-art, which we advance in terms of detection speed by replacing its Hamming distance-based deviation search with an autoencoder-based model of typical predictive behavior trained using our custom loss function. This enhancement results in a detection process that is orders of magnitude faster. Additionally, our method offers nuanced insights regarding the pre-evasion attack signature prior to the adversarial perturbation, thereby enriching the security analysis of the features targeted during evasion attempts. The prototype system we present, called Maverick, has a very low prediction latency, making it 85-563x faster than the current state-of-the-art while maintaining identical detection accuracy. Finally, Maverick predicts the pre-evasion attack signatures of the evasion samples with an accuracy of more than 93% and has an average prediction time well below the message transmission rate for CAN 2.0 and CAN FD, thereby satisfying the criteria for an evasion-hardened & real-time automotive IDS.

    Place, publisher, year, edition, pages
    IEEE, 2025
    Series
    IEEE Vehicular Networking Conference, ISSN 2157-9857, E-ISSN 2157-9865
    Keywords
    Tree Ensembles, Autoencoders, Intrusion Detection Systems, Real-time Systems, Safety, Security, Controller Area Networks, Adversarial Examples
    National Category
    Computer Systems
    Identifiers
    urn:nbn:se:liu:diva-216350 (URN)10.1109/VNC64509.2025.11054177 (DOI)001540461700039 ()2-s2.0-105010777746 (Scopus ID)9798331524371 (ISBN)9798331524388 (ISBN)
    Conference
    2025 IEEE Vehicular Networking Conference (VNC), Porto, Portugal, JUN 02-04, 2025
    Funder
    Wallenberg AI, Autonomous Systems and Software Program (WASP)
    Note

    Funding Agencies|Wallenberg AI, Autonomous Systems and Software Program (WASP) - Knut and Alice Wallenberg Foundation

    Available from: 2025-08-14 Created: 2025-08-14 Last updated: 2025-11-13
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  • Public defence: 2025-12-12 09:00 Hasselqvistsalen, LinköpingOrder onlineBuy this publication >>
    Vernmark, Karolina
    Linköping University, Department of Biomedical and Clinical Sciences, Division of Surgery, Orthopedics and Oncology. Linköping University, Faculty of Medicine and Health Sciences. Region Östergötland, Center for Surgery, Orthopaedics and Cancer Treatment, Department of Oncology.
    Clinical Outcomes and Molecular Insights in Mucinous and Non-Mucinous Rectal Adenocarcinoma: From Treatment Response to Spatial Proteomics2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Rectal cancer is a major global health problem. Advances in surgical technique and preoperative radiotherapy over the past decades have markedly reduced the local recurrence rate, yet overall survival has only been modestly improved. Considerable variation in treatment response persists, reflecting histological and biological heterogeneity. One histological subtype, mucinous adenocarcinoma (MAC), is defined by abundant extracellular mucin and represents roughly 10% of colorectal cancers in Western populations. Compared with non-mucinous adenocarcinoma (NMAC), MAC is more often diagnosed at advanced stage, exhibits greater local invasion, and responds less favorably to radiotherapy and chemotherapy. The mechanisms underlying these differences remain unclear.

    The overall aim of this thesis was to determine whether rectal MAC and NMAC should be considered separately in treatment decisions regarding radiotherapy and chemotherapy, to assess potential differences in tumor and stromal protein expression between these subtypes, and to explore whether such protein expression patterns influence prognosis and treatment response.

    In paper I, survival outcomes were compared following short-course versus long-course radiotherapy in 289 rectal cancer patients. Patients with NMAC had better survival after short-course than long-course radiotherapy. No difference was seen among patients with MAC. In paper II, the impact of adjuvant chemotherapy on survival was evaluated in 365 patients. Patients with rectal MAC had significant survival benefit from adjuvant chemotherapy, whereas no such benefit was observed in patients with NMAC. In paper III, weighted gene co-expression network analysis (WGCNA) identified mucin-enriched modules associated with the MAC subtype across two independent cohorts, and overlapping genes included MUC1, MUC2, and TCN1. Subsequent Artificial Intelligence (AI)-assisted spatial proteomic analysis of 155 rectal cancers revealed that spatial heterogeneity of these markers, together with tumor nuclear density, was prognostic and predictive of adjuvant chemotherapy benefit, with distinct patterns in MAC and NMAC tumors, suggesting that integrating spatial protein profiling with histological classification may improve prognostic precision and guide individualized treatment strategies in rectal cancer.

    Taken together, these studies demonstrate clinically and biologically relevant differences between rectal MAC and NMAC. Integrating histopathology with spatial and molecular biomarker profiling may improve prognostic assessment and enable more personalized treatment strategies.

    List of papers
    1. Mucinous and Non-Mucinous Rectal Adenocarcinoma - Differences in Treatment Response to Preoperative Radiotherapy
    Open this publication in new window or tab >>Mucinous and Non-Mucinous Rectal Adenocarcinoma - Differences in Treatment Response to Preoperative Radiotherapy
    2020 (English)In: Journal of Personalized Medicine, E-ISSN 2075-4426, Vol. 10, no 4, article id 226Article in journal (Refereed) Published
    Abstract [en]

    There is a need to personalize the treatment for rectal cancer patients. The aim of this study was to analyze therapy response and prognosis after preoperative radiotherapy in rectal cancer patients with mucinous adenocarcinoma compared to those with non-mucinous adenocarcinoma. The study included retrospectively collected data from 433 patients, diagnosed with rectal cancer in the South East health care region in Sweden between 2004 and 2012. Patients with non-mucinous adenocarcinoma that received short-course radiotherapy before surgery had better overall survival, cancer specific survival, and disease-free survival, as well as distant- and local-recurrence-free survival (p = 0.003, p = 0.001, p = 0.002, p = 0.002, and p = 0.033, respectively) compared to the patients that received long-course radiotherapy with concomitant capecitabine. The results were still significant after adjusting for sex, age, stage, differentiation, and chemotherapy in the neoadjuvant and/or adjuvant setting, except for local-recurrence-free survival that was trending towards significance (p = 0.070). In patients with mucinous adenocarcinoma, no difference in survival was seen when comparing patients that had short-course radiotherapy and patients that had long-course radiotherapy. However, none of 18 patients with mucinous adenocarcinoma treated with long-course radiotherapy had local tumor progression, compared to 7% of 67 patients with non-mucinous adenocarcinoma. The results indicate that mucinous adenocarcinoma and non-mucinous adenocarcinoma may respond differently to radiotherapy.

    Place, publisher, year, edition, pages
    MDPI, 2020
    Keywords
    mucinous adenocarcinoma; non-mucinous adenocarcinoma; radiotherapy; rectal cancer; survival
    National Category
    Cancer and Oncology
    Identifiers
    urn:nbn:se:liu:diva-172627 (URN)10.3390/jpm10040226 (DOI)000602248600001 ()33202796 (PubMedID)
    Note

    Funding Agencies|Swedish Cancer Foundation [CAN 2016/341]; Liu Cancer Network [200331]; Foundation of the Department in Oncology in Linkopings Research Fund [06000896]; Region Ostergotland, Sweden [06000933]

    Available from: 2021-01-24 Created: 2021-01-24 Last updated: 2025-11-13
    2. The impact of adjuvant chemotherapy on survival in mucinous and non-mucinous rectal adenocarcinoma patients after TME surgery
    Open this publication in new window or tab >>The impact of adjuvant chemotherapy on survival in mucinous and non-mucinous rectal adenocarcinoma patients after TME surgery
    2023 (English)In: PLOS ONE, E-ISSN 1932-6203, Vol. 18, no 2Article in journal (Refereed) Published
    Abstract [en]

    IntroductionThe value of adjuvant chemotherapy for rectal cancer patients is debated and varies in different subgroups. One such subgroup is mucinous adenocarcinoma (MAC), which is more treatment resistant compared to non-mucinous adenocarcinoma (NMAC). To date, mucinous histology is not taken into account when deciding on adjuvant treatment strategy. This is the first study to exclusively include patients with rectal cancer, then separate MAC and NMAC and compare the survival in patients that had or did not have adjuvant chemotherapy. Material and methodsThe study included retrospective register data from 365 Swedish patients with stage II-IV rectal adenocarcinoma, 56 patients with MAC and 309 patients with NMAC. All patients were considered curative, had surgery with total mesorectal excision in 2004-2013, and were followed up until death or 2021. ResultsPatients with MAC that had adjuvant chemotherapy had better overall survival (OS, HR 0.42; CI 95%: 0.19-0.93; p = 0.032) and a trend towards better cancer-specific survival (CSS, HR 0.41 CI 95%: 0.17-1.03; p = 0.057) compared to patients without chemotherapy (HR 0.42; CI 95%: 0.19-0.93; p = 0.032). The difference in OS was still significant even after adjusting for sex, age, stage, differentiation, neoadjuvant chemotherapy and preoperative radiotherapy (HR 0.40; CI 95%: 0.17-0.92; p = 0.031). There was no such difference in the NMAC patients except in the stage-by-stage subgroup analyses where patients in stage IV had better survival after adjuvant chemotherapy. ConclusionsThere may be a difference in treatment response to adjuvant chemotherapy between MAC and NMAC patients. Patients with MAC could possibly benefit from adjuvant chemotherapy in stages II-IV. Further studies are however needed to confirm these results.

    Place, publisher, year, edition, pages
    PUBLIC LIBRARY SCIENCE, 2023
    National Category
    Surgery
    Identifiers
    urn:nbn:se:liu:diva-196928 (URN)10.1371/journal.pone.0282211 (DOI)000996122900024 ()36848363 (PubMedID)
    Note

    Funding Agencies|Region Ostergotland; foundation of Departement of Oncology in Linkoeping, Sweden

    Available from: 2023-08-28 Created: 2023-08-28 Last updated: 2025-11-13
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  • Tongley Wahlberg, Irene Laure
    Linköping University, Department of Thematic Studies.
    The Mystery of Death and Tradition.: An Autophenomenographic Exploration of Gender, Class, and Colonial Legacies in Bamileke Funeral Rites – The Case of the Bafang Community2025Independent thesis Advanced level (degree of Master (One Year)), 10 credits / 15 HE creditsStudent thesis
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  • Public defence: 2025-12-12 13:15 Key 1, Key-huset, LinköpingOrder onlineBuy this publication >>
    Olsson, Fredrik
    Linköping University, Department of Culture and Society, Division of Communication, Literature and Swedish. Linköping University, Faculty of Educational Sciences.
    Språkvetenskap i skolan: En didaktikhistorisk studie om svenskämnets språkliga kunskapsinnehåll i kursplaner och ämnesdiskussioner 1856–20252025Doctoral thesis, monograph (Other academic)
    Abstract [en]

    This dissertation investigates linguistic content in Swedish as a school subject at upper secondary level from a historical perspective. The study focuses on knowledge about language – such as grammar, sociolinguistics and language history – as subject content. Its aim is to contribute to a deeper understanding of the ideas that have shaped the linguistic content of the subject over time.

    Drawing on a model that conceptualizes fields within the educational system and using discourse analytical methods, the study examines how linguistic content has been constructed, recontextualized and (de)legitimized by various actors in specific historical contexts.

    The dissertation comprises three empirical sub-studies. The first analyzes subject-specific curricula from 1856 to 2025 and the subject’s relationship to the university discipline of Scandinavian languages/Swedish language. It shows a gradual increase in overlap between the school subject and the discipline, resulting from reciprocal influence.

    The second sub-study investigates how, and with what arguments, linguistic content has been (de)legitimized by different actors – such as linguists and teachers – in texts published by the Association of Teachers of Swedish. The findings show that arguments for and against specific content are shaped by the historical context, reflecting continuity and change in society and the educational system as well as linguistic and subject-specific educational research.

    The third sub-study combines analyses of legitimation and dialogicity to examine which arguments and voices from the subject-related discussions are recontextualized in subject-specific curricula. The results reveal a genre shift from reflective texts to more prescriptive ones, suggesting a declining trust in the teacher’s pedagogic and subject-specific expertise.

    Together, the findings contribute to a deeper understanding of how ideas about linguistic knowledge content in the subject have been shaped by institutional, ideological and disciplinary forces over time.

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  • Aringer, Johanna
    et al.
    Linköping University, Department of Behavioural Sciences and Learning, Division of Learning, Aesthetics, Natural Science. Linköping University, Faculty of Educational Sciences.
    Wallner, Lars
    Linköping University, Faculty of Educational Sciences. Linköping University, Department of Behavioural Sciences and Learning, Division of Learning, Aesthetics, Natural Science.
    Berglund, Ammie
    Uppsala University, Sweden.
    Danielsson, Kristina
    Stockholm University, Sweden.
    Freezing lizards, loving creatures, and flying pigs: tracing students’ meaning making about evolution through student-generated comics2025In: International Journal of Science Education, ISSN 0950-0693, E-ISSN 1464-5289Article in journal (Refereed)
    Abstract [en]

    This study explores how student-generated comic books can provide insight into students? meaning making about evolution. Despite the complexity of evolution, previous research indicates that students can grasp concepts like natural selection through age-appropriate activities. In this study, we followed a group of Grade 4 students over seven weeks as they engaged in meaning making about evolution. As part of the lessons, the students read comics about evolution, learnt about comic conventions, and at the end of the unit, they created their own comics to represent their understanding of evolution. Building on multimodal theory rooted in social semiotics, we have analysed 14 student comics, focusing on what evolutionary principles are shown in the texts and the semiotic resources used to express these. Findings reveal that all targeted evolutionary principles (variation, heredity, and selection) were represented in the comics, though not all comics included every concept. Evolutionary ideas were expressed multimodally, with common patterns showing evolution at a population level. The sequentiality of the comic format facilitated the depiction of adaptation through natural selection. This study provides insights into the potential of using comics as a tool for students to make meaning and communicate their knowledge about evolutionary concepts.

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  • Public defence: 2025-12-12 09:15 Nobel, B-huset, LinköpingOrder onlineBuy this publication >>
    Larsson, Johan NK
    Linköping University, Department of Physics, Chemistry and Biology, Chemistry. Linköping University, Faculty of Science & Engineering.
    Mechanisms of Molecular Chaperones in Neurodegenerative Diseases2025Doctoral thesis, comprehensive summary (Other academic)
    Abstract [en]

    Many of the most widespread neurodegenerative diseases, such as Alzheimer’s disease and Parkinson’s disease, stem from protein misfolding and aggregation, in part as a consequence of an imbalance in the protein homeostasis (proteostasis). These diseases are devastating for the affected patients, their relatives, and our society. Today, these diseases are notoriously hard to cure or even treat.

    Molecular chaperones make up the cellular machinery that handle unfolded, misfolded, and aggregated proteins. Throughout evolution chaperones have been a prerequisite for the existence of complex proteins. This has made chaperones essential for biological life as we know it.

    Utilizing chaperones as a pharmaceutical drug is a novel treatment approach for neurodegenerative disease. By adding molecular chaperones to the system, one could potentially improve the cells’ ability to handle the cellular stress that comes because of the imbalance of the proteostasis. Today there are several chaperone candidates that are being explored for this purpose.

    HSP10 is an essential co-chaperone to HSP60. However, HSP10 has also been found to act alone. HSP10 has been shown to inhibit autoimmune activity. The co-chaperone is systemically overexpressed in the early stages of pregnancy. The overabundance of HSP10 in the brain compared to HSP60 and association with neurodegenerative disease suggests that the co-chaperone could have more functions than previously documented.

    This thesis investigates how HSP10 interacts with several different amyloid proteins during amyloid fibrillation both in an in vitro and in an in vivo setting. For in vitro studies, interactions between recombinant proteins were scrutinized using a range of biophysical measurement techniques, e.g. aggregation kinetics, transmission electron microscopy, small angle X-ray scattering among others. The in vivo model Drosophila melanogaster was utilized to monitor how the combination of HSP10 and aggregation prone protein expression affects a complex organism.

    Aggregation kinetics of the neurodegenerative peptide Aβ1-42, associated with Alzheimer´s disease, was performed in the presence of different concentrations of HSP10. Aggregation inhibition of Aβ1-42 was evident when HSP10 was present at high concentrations. However, low concentration of HSP10 in contrast accelerated the aggregation of Aβ1-42. This was followed by aggregation kinetics with α-synuclein, a protein associated with Parkinson´s disease. The presence of HSP10 at high concentration yielded a complete inhibition of α- synuclein aggregation. However, no acceleration of α-synuclein fibrillation was seen when the concentration was lowered. Further investigation of aggregation kinetics with the familial disease associated α-synuclein mutant A30P revealed the dual property of inhibition at high concentration of HSP10 and acceleration at lower concentration of HSP10.

    To investigate how HSP10 would act in vivo, we used Drosophila melanogaster (Drosophila) as a model system. HSP10 was overexpressed in the neurons of Drosophila with and without the presence Aβ1-40 and Aβ1-42 and the lifespan and activity of the flies were monitored and were compared with controls. Overexpression of HSP10 in wild type flies without Aβ1-42 significantly prolonged the lifespan of Drosophila compared to control flies demonstrating that HSP10 rendered a protective effect against aging. Overexpression of Aβ1-42 decreased the lifespan of Drosophila. Surprisingly, the overexpression of both HSP10 and Aβ1-42 lead to an even shorter lifespan than expression of Aβ1-42 alone, suggesting an accelerated fibril formation process with enhanced neurotoxicity.

    To investigate if the dual property of concentration dependent inhibition and acceleration of amyloid formation was unique to HSP10, fibril formation studies of Aβ1-40 and Aβ1-42 was conducted in the presence of the molecular chaperones αB-crystallin (from the small HSP chaperone family) and DNAJB1 (from the HSP40 chaperone family). DNAJB1 and αB-crystallin are classified as canonical ATP-independent holdases. Both DNAJB1 and αB-crystallin chaperones showed a clear inhibition of amyloid fibril formation when they were present at high concentration while they accelerated the fibril formation when the chaperone concentrations were lowered. Hence, we concluded that chaperone acceleration of amyloid formation appeared to be a general chaperone mechanism of holdases and not a unique feature for HSP10.

    Herein, we have investigated fundamental mechanisms of molecular chaperones in the context of modulation of amyloid fibril formation. Our results uncovered a new chaperone property: acceleration of amyloid fibril formation and provided valuable insights into the molecular mechanisms of chaperones. This thesis contributed with crucial knowledge needed for development of molecular chaperones as pharmaceutical agents targeting neurodegenerative disease.

    List of papers
    1. HSP10 as a Chaperone for Neurodegenerative Amyloid Fibrils
    Open this publication in new window or tab >>HSP10 as a Chaperone for Neurodegenerative Amyloid Fibrils
    2022 (English)In: Frontiers in Neuroscience, ISSN 1662-4548, E-ISSN 1662-453X, Vol. 16, article id 902600Article in journal (Refereed) Published
    Abstract [en]

    Neurodegenerative diseases (NDs) are associated with accumulated misfolded proteins (MPs). MPs oligomerize and form multiple forms of amyloid fibril polymorphs that dictate fibril propagation and cellular dysfunction. Protein misfolding processes that impair protein homeostasis are implicated in onset and progression of NDs. A wide variety of molecular chaperones safeguard the cell from MP accumulation. A rather overlooked molecular chaperone is HSP10, known as a co-chaperone for HSP60. Due to the ubiquitous presence in human tissues and protein overabundance compared with HSP60, we studied how HSP10 alone influences fibril formation in vitro of Alzheimers disease-associated A beta 1-42. At sub-stoichiometric concentrations, eukaryotic HSP10s (human and Drosophila) significantly influenced the fibril formation process and the fibril structure of A beta 1-42, more so than the prokaryotic HSP10 GroES. Similar effects were observed for prion disease-associated prion protein HuPrP90-231. Paradoxically, for a chaperone, low concentrations of HSP10 appeared to promote fibril nucleation by shortened lag-phases, which were chaperone and substrate dependent. Higher concentrations of chaperone while still sub-stoichiometric extended the nucleation and/or the elongation phase. We hypothesized that HSP10 by means of its seven mobile loops provides the chaperone with high avidity binding to amyloid fibril ends. The preserved sequence of the edge of the mobile loop GGIM(V)L (29-33 human numbering) normally dock to the HSP60 apical domain. Interestingly, this segment shows sequence similarity to amyloidogenic core segments of A beta 1-42, GGVVI (37-41), and HuPrP90-231 GGYML (126-130) likely allowing efficient competitive binding to fibrillar conformations of these MPs. Our results propose that HSP10 can function as an important molecular chaperone in human proteostasis in NDs.

    Place, publisher, year, edition, pages
    Frontiers Media SA, 2022
    Keywords
    amyloid; GroES; misfolding; aggregate; proteostasis; HSP10
    National Category
    Neurosciences
    Identifiers
    urn:nbn:se:liu:diva-187533 (URN)10.3389/fnins.2022.902600 (DOI)000816259800001 ()35769706 (PubMedID)
    Available from: 2022-08-25 Created: 2022-08-25 Last updated: 2025-11-12
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    Tinnerholm, John
    Linköping University, Department of Computer and Information Science, Software and Systems. Linköping University, Faculty of Science & Engineering.
    Dynamic and Variable-Structure System Modeling for Equation-Based Languages: Applications, Methods and Tools2025Doctoral thesis, monograph (Other academic)
    Abstract [en]

    Modeling and simulation are used to solve real-world problems safely and efficiently. For example, we can conduct simulations and analyze the results by constructing digital models of cyber-physical systems to make informed decisions. The field of Modeling and Simulation has recently grown and is tackling systems with increased complexity and size. Hence, modeling and simulating cyber-physical systems are becoming increasingly complex, requiring traditional modeling languages and tools to adapt. Modelica is an open-standard declarative equation-based object-oriented language used to model various systems. Existing tools allow modelers to model and simulate large, complex systems. However, the language and existing tooling cannot express some concepts, such as radical structural changes to the components or the behavior of systems during simulation. We propose several language extensions to support modeling variable-structure systems (VSS), that is, systems in which the system’s structure may radically change during simulation. To achieve these goals, we have developed a new modeling framework that supports the language itself alongside several extensions. The proposed extensions can handle explicit and implicit modeling of VSS by new operators and, consequently, new semantics for the language. Furthermore, we introduce and investigate additional features in terms of operators and semantics to aid VSS modeling and simulation.

    One such extension is dynamic-overconstrained connectors (DOCC), which are helpful, for instance, when modeling AC transmission systems, particularly large ones. In the thesis we provide a technique to better handle such models by relaxing existing modeling constraints. Another extension is the inclusion of a experimental operator for inline integration and investigating the practical benefits of its introduction. The environment has been used to develop a new language that merges aspects of Context-Oriented Programming and declarative equation-based modeling, utilizing the introduced primitives. Furthermore, we have also validated the framework by using it to simulate relvant and recent climate models.

    Explicit VSS modeling is based on extensions, which provide the possibility of switching configuration at runtime between model definitions resolved at compile time. The implicit modeling supports reconfiguration during runtime via recompilation. A just-in-time compiler was implemented to handle the new semantics using the symbolic-numeric programming language Julia. We investigate the performance of our new framework and compare it to existing state-of-the-art tooling on models with over 100,000 equations.

    The results show that the extensions, framework and methods are viable for simulating both regular models and models with structural variability. We demonstrate that the Modelica language can be extended to support systems with variable structures by providing additional operators and enhanced runtime system support.

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  • Enberg, Cecilia
    et al.
    Linköping University, Department of Behavioural Sciences and Learning, Education and Sociology. Linköping University, Faculty of Arts and Sciences. Linköping University, Centre for Climate Science and Policy Research, CSPR.
    Ståhl, Christian
    Linköping University, Department of Behavioural Sciences and Learning, Education and Sociology. Linköping University, Faculty of Arts and Sciences.
    Tangled Up in Green: A Review of Policy Analyses of the European Green Deal2025In: Sustainable Development, ISSN 0968-0802, E-ISSN 1099-1719Article, review/survey (Refereed)
    Abstract [en]

    The European Green Deal (EGD) was introduced as a transformative policy agenda for sustainability aiming to make Europe the first climate-neutral continent in the world. While previous research has studied its transformative potential, there is no comprehensive review of that research. We provide an integrative review of discursive policy analyses of the EGD, arguing that it is pivotal that policymakers understand what transformational potentials the agenda has—along with the obstacles to realize it in transformative ways that are inherent in its formulations. We discuss the transformative potential of the EGD, as presented in the 26 articles included in our review, using a theoretical framework of “empty signifiers” and “ivy discourses”. We conclude that the agenda is characterized by a certain amount of transformational discourse. However, its transformative impact risks being limited as it is enmeshed in assumptions of de-coupling and international relations remain tainted by colonial power dynamics.

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