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Real-Time Reconstruction of Markov Sources and Remote Actuation Over Wireless Channels
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
2024 (English)In: IEEE Transactions on Communications, ISSN 0090-6778, E-ISSN 1558-0857, Vol. 72, no 5, p. 2701-2715Article in journal (Refereed) Published
Abstract [en]

In this work, we study the real-time tracking and reconstruction of an information source with the purpose of actuation. A device monitors the state of the information source and transmits status updates to a receiver over a wireless erasure channel. We consider two models for the source, namely an $N$ -state Markov chain and an $N$ -state Birth-Death Markov process. We investigate several joint sampling and transmission policies, including a semantics-aware one, and we study their performance for a set of metrics. Specifically, we investigate the real-time reconstruction error and its variance, the cost of actuation error, the consecutive error, and the cost of memory error. These metrics capture different characteristics of the system performance, such as the impact of erroneous actions and the timing of errors. In addition, we propose a randomized stationary sampling and transmission policy and we derive closed-form expressions for the aforementioned metrics. We then formulate two optimization problems. The first optimization problem aims to minimize the time-averaged reconstruction error subject to time-averaged sampling cost constraint. Then, we compare the optimal randomized stationary policy with uniform, change-aware, and semantics-aware sampling policies. 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. The objective of the second optimization problem is to obtain an optimal sampling policy that minimizes the average consecutive error with a constraint on the time-averaged sampling cost. Based on this, we propose a wait-then-generate sampling policy which is simple to implement.

Place, publisher, year, edition, pages
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC , 2024. Vol. 72, no 5, p. 2701-2715
Keywords [en]
Real-time systems; Receivers; Measurement; Markov processes; Costs; Monitoring; Wireless communication; Goal-oriented semantics-aware communications; real-time tracking; cost of actuation error; timing-aware error metrics
National Category
Telecommunications
Identifiers
URN: urn:nbn:se:liu:diva-205182DOI: 10.1109/TCOMM.2024.3356456ISI: 001226309400014OAI: oai:DiVA.org:liu-205182DiVA, id: diva2:1875062
Note

Funding Agencies|Swedish Research Council (VR), ELLIIT, Zenith, and the European Union (ETHER, 101096526)

Available from: 2024-06-20 Created: 2024-06-20 Last updated: 2024-06-20

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Salimnejad, MehrdadPappas, Nikolaos
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