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Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator

This paper considers the active fault isolation problem for a class of uncertain multimode fault systems with a high-dimensional state-space model. It has been observed that the existing approaches in the literature based on a steady-state active fault isolation method are often accompanied by a lar...

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Autores principales: Han, Kezhen, Lu, Shaohang, Liu, Zhengce, Wang, Zipeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297079/
https://www.ncbi.nlm.nih.gov/pubmed/37372220
http://dx.doi.org/10.3390/e25060876
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author Han, Kezhen
Lu, Shaohang
Liu, Zhengce
Wang, Zipeng
author_facet Han, Kezhen
Lu, Shaohang
Liu, Zhengce
Wang, Zipeng
author_sort Han, Kezhen
collection PubMed
description This paper considers the active fault isolation problem for a class of uncertain multimode fault systems with a high-dimensional state-space model. It has been observed that the existing approaches in the literature based on a steady-state active fault isolation method are often accompanied by a large delay in making the correct isolation decision. To reduce such fault isolation latency significantly, this paper proposes a fast online active fault isolation method based on the construction of residual transient-state reachable set and transient-state separating hyperplane. The novelty and benefit of this strategy lies in the embedding of a new component called the set separation indicator, which is designed offline to distinguish the residual transient-state reachable sets of different system configurations at any given moment. Based on the results delivered by the set separation indicator, one can determine the specific moments at which the deterministic isolation is to be implemented during online diagnostics. Meanwhile, some alternative constant inputs can also be evaluated for isolation effects to determine better auxiliary excitation signals with smaller amplitudes and more differentiated separating hyperplanes. The validity of these results is verified by both a numerical comparison and an FPGA-in-loop experiment.
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spelling pubmed-102970792023-06-28 Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator Han, Kezhen Lu, Shaohang Liu, Zhengce Wang, Zipeng Entropy (Basel) Article This paper considers the active fault isolation problem for a class of uncertain multimode fault systems with a high-dimensional state-space model. It has been observed that the existing approaches in the literature based on a steady-state active fault isolation method are often accompanied by a large delay in making the correct isolation decision. To reduce such fault isolation latency significantly, this paper proposes a fast online active fault isolation method based on the construction of residual transient-state reachable set and transient-state separating hyperplane. The novelty and benefit of this strategy lies in the embedding of a new component called the set separation indicator, which is designed offline to distinguish the residual transient-state reachable sets of different system configurations at any given moment. Based on the results delivered by the set separation indicator, one can determine the specific moments at which the deterministic isolation is to be implemented during online diagnostics. Meanwhile, some alternative constant inputs can also be evaluated for isolation effects to determine better auxiliary excitation signals with smaller amplitudes and more differentiated separating hyperplanes. The validity of these results is verified by both a numerical comparison and an FPGA-in-loop experiment. MDPI 2023-05-30 /pmc/articles/PMC10297079/ /pubmed/37372220 http://dx.doi.org/10.3390/e25060876 Text en © 2023 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
Lu, Shaohang
Liu, Zhengce
Wang, Zipeng
Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator
title Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator
title_full Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator
title_fullStr Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator
title_full_unstemmed Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator
title_short Active Fault Isolation for Multimode Fault Systems Based on a Set Separation Indicator
title_sort active fault isolation for multimode fault systems based on a set separation indicator
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10297079/
https://www.ncbi.nlm.nih.gov/pubmed/37372220
http://dx.doi.org/10.3390/e25060876
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