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Avtomatika i Telemekhanika, 2022, Issue 9, Pages 109–127
DOI: https://doi.org/10.31857/S0005231022090069
(Mi at15931)
 

This article is cited in 1 scientific paper (total in 1 paper)

Stochastic Systems

Practical implementation of the solution of the stabilization problem for a linear system with discontinuous random drift by indirect observations

A. V. Borisov, A. V. Bosov

Federal Research Center “Computer Science and Control,” Russian Academy of Sciences, Moscow, 119333 Russia
References:
Abstract: We study the implementation of the optimal control strategy obtained in [1] and supplemented in [2]. The algorithm for optimal stabilization of a linear stochastic differential system in a position determined by a piecewise constant Markov drift has been tested in a substantial number of model experiments. The drift value is observed indirectly; i.e., the control problem is solved in the statement with incomplete information. Practical implementation is complicated by the instability of Euler–Maruyama numerical schemes that implement the Wonham filter, which is a key element of the optimal control strategy. To perform calculations, the Wonham filter is approximated by stable schemes based on the optimal filtering of Markov chains by discretized observations [3]. These schemes have different implementation complexity and orders of accuracy. The paper presents a comparative analysis of the control performance for various stable approximations to the Wonham filter and its typical implementation using the Euler–Maruyama scheme. In addition, three versions of discretized filters are compared and final recommendations are given for their application in the problem of stabilizing a system with hopping drift.
Keywords: linear differential system control, continuous-time Markov chain, quadratic objective function, Wonham filter, Euler-Maruyama scheme, discretized filter.
Funding agency Grant number
Russian Science Foundation 22-28-00588
This work was supported by the Russian Science Foundation, project no. 22-28-00588, https://rscf.ru/project/22-28-00588/.
Presented by the member of Editorial Board: B. M. Miller

Received: 05.04.2022
Revised: 15.05.2022
Accepted: 10.06.2022
English version:
Automation and Remote Control, 2022, Volume 83, Issue 9, Pages 1417–1432
DOI: https://doi.org/10.1134/S0005117922090065
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: A. V. Borisov, A. V. Bosov, “Practical implementation of the solution of the stabilization problem for a linear system with discontinuous random drift by indirect observations”, Avtomat. i Telemekh., 2022, no. 9, 109–127; Autom. Remote Control, 83:9 (2022), 1417–1432
Citation in format AMSBIB
\Bibitem{BorBos22}
\by A.~V.~Borisov, A.~V.~Bosov
\paper Practical implementation of the solution of the stabilization problem for a linear system with discontinuous random drift by indirect observations
\jour Avtomat. i Telemekh.
\yr 2022
\issue 9
\pages 109--127
\mathnet{http://mi.mathnet.ru/at15931}
\crossref{https://doi.org/10.31857/S0005231022090069}
\edn{https://elibrary.ru/AJBXKL}
\transl
\jour Autom. Remote Control
\yr 2022
\vol 83
\issue 9
\pages 1417--1432
\crossref{https://doi.org/10.1134/S0005117922090065}
Linking options:
  • https://www.mathnet.ru/eng/at15931
  • https://www.mathnet.ru/eng/at/y2022/i9/p109
  • This publication is cited in the following 1 articles:
    Citing articles in Google Scholar: Russian citations, English citations
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