Goal-Oriented State Information Compression for Linear Dynamical System Control

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In this paper, we consider controlled linear dynamical systems in which the controller has only access to a compressed version of the system state. The technical problem we investigate is that of allocating compression resources over time such that the control performance degradation induced by compression is minimized. This can be formulated as an optimization problem to find the optimal resource allocation policy. Under mild assumptions, this optimization problem can be proved to have the same well-known structure as in [1], allowing the optimal resource allocation policy to be determined in closed-form. The obtained insights behind the optimal policy provide clear guidelines on the issue of 'when to communicate' and 'how to communicate' in dynamical systems with restricted communication resources. The obtained simulation results confirm the efficiency of the proposed allocation policy and illustrate the gain over the widely used uniform rate allocation policy.

Original languageBritish English
Title of host publication2024 IEEE 25th International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages866-870
Number of pages5
ISBN (Electronic)9798350393187
DOIs
StatePublished - 2024
Event25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024 - Lucca, Italy
Duration: 10 Sep 202413 Sep 2024

Publication series

NameIEEE Workshop on Signal Processing Advances in Wireless Communications, SPAWC
ISSN (Print)2325-3789

Conference

Conference25th IEEE International Workshop on Signal Processing Advances in Wireless Communications, SPAWC 2024
Country/TerritoryItaly
CityLucca
Period10/09/2413/09/24

Keywords

  • goal-oriented compression
  • linear quadratic regulator
  • networked linear dynamical system
  • resource allocation

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