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Error-dependent data scheduling in resource-aware multi-loop networked control systems

delete2017-07-01
delete37
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OA
AI
M
Mohammad H. Mamduhi *
A
Adam Molin
D
Domagoj Tolić
S
Sandra Hirche
DOI:10.1016/j.automatica.2017.03.005delete
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Abstract

Abstract

En 中文
In this work, we address the problem of event-based data scheduling for multiple heterogeneous LTI control loops over a shared resource-constrained communication network. We introduce a novel bi-character scheduling scheme, which dynamically prioritizes the channel access at each time-step according to an error-dependent priority measure. Given local error thresholds for each control loop, the scheduling policy deterministically blocks the transmission from sub-systems with lower error values. The scheduler then allocates the limited communication resource probabilistically among the eligible sub-systems based on a prioritized measure. We prove stochastic stability of the networked control system under the proposed scheduler in terms off-ergodicity of the overall network-induced error. Uniform analytical performance bounds are further derived for an average cost function comprised of a quadratic error term and transmission penalty. The simulation results show that our approach results in a significant reduction of the aggregate network-induced error variance compared to the conventional scheduling protocols. (C) 2017 Elsevier Ltd. All rights reserved.
Keywords:
Networked control systems
Markov chain
Error state
State-dependent scheduling
Shared communication resource
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Journal

Automatica cover
Automatica
IF:
5.9
Papers:
1.2W
Citations:
5.2W

Organization

R
Royal Institute of Technology
Scholars:
1.8W
Papers: 1.8W
Citations: 25
U
University of Dubrovnik
Scholars:
172
Papers: 149
Citations: 0
T
Technical University of Munich
Scholars:
5.2W
Papers: 3.9W
Citations: 6.2W
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