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Real-time Remote Reconstruction of a Markov Source and Actuation over Wireless
Linköping University, Department of Computer and Information Science, Database and information techniques. Linköping University, Faculty of Science & Engineering.ORCID iD: 0000-0002-0111-0717
EURECOM, France.
Linköping University, Department of Computer and Information Science, Database and information techniques. Linköping University, Faculty of Science & Engineering.ORCID iD: 0000-0003-4416-7702
2023 (English)In: 2023 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS, ICC WORKSHOPS, IEEE , 2023, p. 1386-1391Conference paper, Published paper (Refereed)
Abstract [en]

In this work, we study the problem of real-time tracking and reconstruction of an information source with the purpose of actuation. A device monitors an N-state Markov process and transmits status updates to a receiver over a wireless erasure channel. We consider a set of joint sampling and transmission policies, including a semantics-aware one, and we study their performance with respect to relevant metrics. Specifically, we investigate the real-time reconstruction error and its variance, the consecutive error, the cost of memory error, and the cost of actuation error. Furthermore, we propose a randomized stationary sampling and transmission policy and derive closed-form expressions for all aforementioned metrics. We then formulate an optimization problem for minimizing the real-time reconstruction error subject to a sampling cost constraint. Our results show that in the scenario of constrained sampling generation, the optimal randomized stationary policy outperforms all other sampling policies when the source is rapidly evolving. Otherwise, the semantics-aware policy performs the best.

Place, publisher, year, edition, pages
IEEE , 2023. p. 1386-1391
Series
IEEE International Conference on Communications Workshops, ISSN 2164-7038, E-ISSN 2694-2941
National Category
Telecommunications
Identifiers
URN: urn:nbn:se:liu:diva-201513DOI: 10.1109/ICCWORKSHOPS57953.2023.10283717ISI: 001094861300227ISBN: 9798350333077 (electronic)ISBN: 9798350333084 (print)OAI: oai:DiVA.org:liu-201513DiVA, id: diva2:1843994
Conference
IEEE International Conference on Communications (IEEE ICC), Rome, ITALY, may 28-jun 01, 2023
Note

Funding Agencies|Swedish Research Council (VR); Excellence Center at Linkoping-Lund in Information Technology (EL-LIIT); European Union (ETHER) [101096526]; European Research Council (ERC) under the European Union [101003431]; Zenith

Available from: 2024-03-12 Created: 2024-03-12 Last updated: 2024-03-12

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CiteExportLink to record
Permanent link

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