Distributed Channel Access for Control over Unknown Memoryless Communication Channels
Journal article, 2022

We consider the distributed channel access problem for a system consisting of multiple control subsystems that close their loop over a shared wireless network. We propose a distributed method for providing deterministic channel access without requiring explicit information exchange between the subsystems. This is achieved by utilizing timers for prioritizing channel access with respect to a local cost which we derive by transforming the control objective cost to a form that allows its local computation. This property is then exploited for developing our distributed deterministic channel access scheme. A framework to verify the stability of the system under the resulting scheme is then proposed. Next, we consider a practical scenario in which the channel statistics are unknown. We propose learning algorithms for learning the parameters of imperfect communication links for estimating the channel quality and, hence, define the local cost as a function of this estimation and control performance. We establish that our learning approach results in collision-free channel access. The behavior of the overall system is exemplified via a proof-of-concept illustrative example, and the efficacy of this mechanism is evaluated for large-scale networks via simulations.

Bandits

explorationaexploitation

wireless networked control systems (WNCSs)

stability analysis

distributed deterministic channel access

Author

Tahmoores Farjam

Aalto University

Henk Wymeersch

Chalmers, Electrical Engineering, Communication, Antennas and Optical Networks

Themistoklis Charalambous

Aalto University

IEEE Transactions on Automatic Control

0018-9286 (ISSN) 1558-2523 (eISSN)

Vol. 67 12 6445-6459

Subject Categories

Computer Engineering

Telecommunications

Communication Systems

DOI

10.1109/TAC.2021.3129737

More information

Latest update

10/25/2023