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

Mohammad Hossein Mamduhi, Adam Molin, Domagoj Tolić, Sandra Hirche

Research output: Contribution to journalArticlepeer-review

Abstract

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 of f-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.

Original languageEnglish
Pages (from-to)209-216
Number of pages8
JournalAutomatica
Volume81
DOIs
Publication statusPublished - 1 Jul 2017
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2017 Elsevier Ltd

Keywords

  • Error state
  • Markov chain
  • Networked control systems
  • Shared communication resource
  • State-dependent scheduling

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Electrical and Electronic Engineering

Fingerprint

Dive into the research topics of 'Error-dependent data scheduling in resource-aware multi-loop networked control systems'. Together they form a unique fingerprint.

Cite this