liu.seSearch for publications in DiVA
Change search
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf
Semantics-Aware Active Fault Detection in IoT
Fdn Res & Technol Hellas FORTH, Greece.
Linköping University, Department of Computer and Information Science, Database and information techniques. Linköping University, Faculty of Science & Engineering.ORCID iD: 0000-0003-4416-7702
Fdn Res & Technol Hellas FORTH, Greece.
Fdn Res & Technol Hellas FORTH, Greece.
2022 (English)In: 2022 20TH INTERNATIONAL SYMPOSIUM ON MODELING AND OPTIMIZATION IN MOBILE, AD HOC, AND WIRELESS NETWORKS (WIOPT 2022), IEEE , 2022, p. 161-168Conference paper, Published paper (Refereed)
Abstract [en]

In this work we address a problem of active fault detection in an IoT scenario, whereby a monitor probes a remote device in order to detect faults and acquire fresh information. However, probing can have a significant impact on the IoT networks energy and communication resources. To address this problem we utilize Age of Information as a measure of the freshness of information at the monitor and adopt a semanticsaware communication approach between the monitor and the remote device. In semantics-aware communications, the processes of generating and transmitting information are treated jointly in order to consider the importance of information and the purpose of communication. We formulate the problem as a Partially Observable Markov Decision Process and propose a computationally efficient stochastic approximation algorithm to approximate the optimal policy. Finally, we present numerical results that exhibit the advantage of our approach compared to a conventional delay-based probing policy.

Place, publisher, year, edition, pages
IEEE , 2022. p. 161-168
Keywords [en]
Semantics-aware communications; Internet of Things; Fault Detection; Partial Observable Markov Decision Process
National Category
Communication Systems
Identifiers
URN: urn:nbn:se:liu:diva-191884DOI: 10.23919/WiOpt56218.2022.9930549ISI: 000918839700021ISBN: 9783903176492 (electronic)ISBN: 9781665460767 (print)OAI: oai:DiVA.org:liu-191884DiVA, id: diva2:1738856
Conference
20th International Symposium on Modeling and Optimization in Mobile, Ad hoc, and Wireless Networks (WiOpt), Politecnico Torino, Torino, ITALY, sep 19-23, 2022
Note

Funding Agencies|European Union; Greek national funds through the Operational Program Competitiveness, Entrepreneurship and Innovation, under the call RESEARCH -CREATE -INNOVATE [T1EDK-00070]; Center for Industrial Information Technology (CENIIT); Swedish Research Council (VR); Excellence Center at Linkoping-Lund in Information Technology (ELLIIT)

Available from: 2023-02-23 Created: 2023-02-23 Last updated: 2023-02-23

Open Access in DiVA

No full text in DiVA

Other links

Publisher's full text

Search in DiVA

By author/editor
Pappas, Nikolaos
By organisation
Database and information techniquesFaculty of Science & Engineering
Communication Systems

Search outside of DiVA

GoogleGoogle Scholar

doi
isbn
urn-nbn

Altmetric score

doi
isbn
urn-nbn
Total: 21 hits
CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • oxford
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf