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Distributed Channel Access for Control over Unknown Memoryless Communication Channels

Farjam, Tahmoores (författare)
Aalto-Yliopisto,Aalto University
Wymeersch, Henk, 1976 (författare)
Chalmers tekniska högskola,Chalmers University of Technology
Charalambous, Themistoklis, 1981 (författare)
Aalto-Yliopisto,Aalto University
 (creator_code:org_t)
2022
2022
Engelska.
Ingår i: IEEE Transactions on Automatic Control. - 0018-9286 .- 1558-2523. ; 67:12, s. 6445-6459
  • Tidskriftsartikel (refereegranskat)
Abstract Ämnesord
Stäng  
  • 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.

Ämnesord

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datorteknik (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Engineering (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Telekommunikation (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Telecommunications (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Kommunikationssystem (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Communication Systems (hsv//eng)

Nyckelord

Bandits
explorationaexploitation
wireless networked control systems (WNCSs)
stability analysis
distributed deterministic channel access

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