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Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems

In this paper, a fault-tolerant control scheme is presented for a class of stochastic distribution collaborative control systems, which are composed of three subsystems connected in series to complete the control target. The radial basis function neural network is used to approximate the output prob...

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Detalles Bibliográficos
Autores principales: Yao, Lina, Wu, Wei, Kang, Yunfeng, Li, Lifan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512381/
https://www.ncbi.nlm.nih.gov/pubmed/33266544
http://dx.doi.org/10.3390/e20110820
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author Yao, Lina
Wu, Wei
Kang, Yunfeng
Li, Lifan
author_facet Yao, Lina
Wu, Wei
Kang, Yunfeng
Li, Lifan
author_sort Yao, Lina
collection PubMed
description In this paper, a fault-tolerant control scheme is presented for a class of stochastic distribution collaborative control systems, which are composed of three subsystems connected in series to complete the control target. The radial basis function neural network is used to approximate the output probability density function of the third subsystem, which is also the output of the entire system. When fault occurs in the first subsystem, an adaptive diagnostic observer is designed to estimate the value of fault. However, the first subsystem does not have the ability of self-recovery, minimum rational entropy controllers are designed in the latter subsystems to compensate the influence of the fault and minimize the entropy of the system output. A numerical simulation is given to verify the effectiveness of the proposed scheme.
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spelling pubmed-75123812020-11-09 Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems Yao, Lina Wu, Wei Kang, Yunfeng Li, Lifan Entropy (Basel) Article In this paper, a fault-tolerant control scheme is presented for a class of stochastic distribution collaborative control systems, which are composed of three subsystems connected in series to complete the control target. The radial basis function neural network is used to approximate the output probability density function of the third subsystem, which is also the output of the entire system. When fault occurs in the first subsystem, an adaptive diagnostic observer is designed to estimate the value of fault. However, the first subsystem does not have the ability of self-recovery, minimum rational entropy controllers are designed in the latter subsystems to compensate the influence of the fault and minimize the entropy of the system output. A numerical simulation is given to verify the effectiveness of the proposed scheme. MDPI 2018-10-24 /pmc/articles/PMC7512381/ /pubmed/33266544 http://dx.doi.org/10.3390/e20110820 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yao, Lina
Wu, Wei
Kang, Yunfeng
Li, Lifan
Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems
title Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems
title_full Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems
title_fullStr Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems
title_full_unstemmed Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems
title_short Fault Diagnosis and Minimum Rational Entropy Fault Tolerant Control of Stochastic Distribution Collaborative Systems
title_sort fault diagnosis and minimum rational entropy fault tolerant control of stochastic distribution collaborative systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512381/
https://www.ncbi.nlm.nih.gov/pubmed/33266544
http://dx.doi.org/10.3390/e20110820
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