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Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization
A new active fault tolerant control scheme based on active fault diagnosis is proposed to address the component/actuator faults for systems with state and input constraints. Firstly, the active fault diagnosis is composed of diagnostic observers, constant auxiliary signals, and separation hyperplane...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8391791/ https://www.ncbi.nlm.nih.gov/pubmed/34441064 http://dx.doi.org/10.3390/e23080924 |
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author | Han, Kezhen Chen, Changzhi Chen, Mengdi Wang, Zipeng |
author_facet | Han, Kezhen Chen, Changzhi Chen, Mengdi Wang, Zipeng |
author_sort | Han, Kezhen |
collection | PubMed |
description | A new active fault tolerant control scheme based on active fault diagnosis is proposed to address the component/actuator faults for systems with state and input constraints. Firstly, the active fault diagnosis is composed of diagnostic observers, constant auxiliary signals, and separation hyperplanes, all of which are designed offline. In online applications, only a single diagnostic observer is activated to achieve fault detection and isolation. Compared with the traditional multi-observer parallel diagnosis methods, such a design is beneficial to improve the diagnostic efficiency. Secondly, the active fault tolerant control is composed of outer fault tolerant control, inner fault tolerant control and a linear-programming-based interpolation control algorithm. The inner fault tolerant control is determined offline and satisfies the prescribed optimal control performance requirement. The outer fault tolerant control is used to enlarge the feasible region, and it needs to be determined online together with the interpolation optimization. In online applications, the updated state estimates trigger the adjustment of the interpolation algorithm, which in turn enables control reconfiguration by implicitly optimizing the dynamic convex combination of outer fault tolerant control and inner fault tolerant control. This control scheme contributes to further reducing the computational effort of traditional constrained predictive fault tolerant control methods. In addition, each pair of inner fault tolerant control and diagnostic observer is designed integratedly to suppress the robust interaction influences between estimation error and control error. The soft constraint method is further integrated to handle some cases that lead to constraint violations. The effectiveness of these designs is finally validated by a case study of a wastewater treatment plant model. |
format | Online Article Text |
id | pubmed-8391791 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-83917912021-08-28 Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization Han, Kezhen Chen, Changzhi Chen, Mengdi Wang, Zipeng Entropy (Basel) Article A new active fault tolerant control scheme based on active fault diagnosis is proposed to address the component/actuator faults for systems with state and input constraints. Firstly, the active fault diagnosis is composed of diagnostic observers, constant auxiliary signals, and separation hyperplanes, all of which are designed offline. In online applications, only a single diagnostic observer is activated to achieve fault detection and isolation. Compared with the traditional multi-observer parallel diagnosis methods, such a design is beneficial to improve the diagnostic efficiency. Secondly, the active fault tolerant control is composed of outer fault tolerant control, inner fault tolerant control and a linear-programming-based interpolation control algorithm. The inner fault tolerant control is determined offline and satisfies the prescribed optimal control performance requirement. The outer fault tolerant control is used to enlarge the feasible region, and it needs to be determined online together with the interpolation optimization. In online applications, the updated state estimates trigger the adjustment of the interpolation algorithm, which in turn enables control reconfiguration by implicitly optimizing the dynamic convex combination of outer fault tolerant control and inner fault tolerant control. This control scheme contributes to further reducing the computational effort of traditional constrained predictive fault tolerant control methods. In addition, each pair of inner fault tolerant control and diagnostic observer is designed integratedly to suppress the robust interaction influences between estimation error and control error. The soft constraint method is further integrated to handle some cases that lead to constraint violations. The effectiveness of these designs is finally validated by a case study of a wastewater treatment plant model. MDPI 2021-07-21 /pmc/articles/PMC8391791/ /pubmed/34441064 http://dx.doi.org/10.3390/e23080924 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Han, Kezhen Chen, Changzhi Chen, Mengdi Wang, Zipeng Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization |
title | Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization |
title_full | Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization |
title_fullStr | Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization |
title_full_unstemmed | Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization |
title_short | Constrained Active Fault Tolerant Control Based on Active Fault Diagnosis and Interpolation Optimization |
title_sort | constrained active fault tolerant control based on active fault diagnosis and interpolation optimization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8391791/ https://www.ncbi.nlm.nih.gov/pubmed/34441064 http://dx.doi.org/10.3390/e23080924 |
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