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Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems
Sequential fault diagnosis is an approach that realizes fault isolation by executing the optimal test step by step. The strategy used, i.e., the sequential diagnostic strategy, has great influence on diagnostic accuracy and cost. Optimal sequential diagnostic strategy generation is an important step...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4634445/ https://www.ncbi.nlm.nih.gov/pubmed/26457709 http://dx.doi.org/10.3390/s151025592 |
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author | Zhang, Shigang Song, Lijun Zhang, Wei Hu, Zheng Yang, Yongmin |
author_facet | Zhang, Shigang Song, Lijun Zhang, Wei Hu, Zheng Yang, Yongmin |
author_sort | Zhang, Shigang |
collection | PubMed |
description | Sequential fault diagnosis is an approach that realizes fault isolation by executing the optimal test step by step. The strategy used, i.e., the sequential diagnostic strategy, has great influence on diagnostic accuracy and cost. Optimal sequential diagnostic strategy generation is an important step in the process of diagnosis system construction, which has been studied extensively in the literature. However, previous algorithms either are designed for single mode systems or do not consider test placement cost. They are not suitable to solve the sequential diagnostic strategy generation problem considering test placement cost for multimode systems. Therefore, this problem is studied in this paper. A formulation is presented. Two algorithms are proposed, one of which is realized by system transformation and the other is newly designed. Extensive simulations are carried out to test the effectiveness of the algorithms. A real-world system is also presented. All the results show that both of them have the ability to solve the diagnostic strategy generation problem, and they have different characteristics. |
format | Online Article Text |
id | pubmed-4634445 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-46344452015-11-23 Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems Zhang, Shigang Song, Lijun Zhang, Wei Hu, Zheng Yang, Yongmin Sensors (Basel) Article Sequential fault diagnosis is an approach that realizes fault isolation by executing the optimal test step by step. The strategy used, i.e., the sequential diagnostic strategy, has great influence on diagnostic accuracy and cost. Optimal sequential diagnostic strategy generation is an important step in the process of diagnosis system construction, which has been studied extensively in the literature. However, previous algorithms either are designed for single mode systems or do not consider test placement cost. They are not suitable to solve the sequential diagnostic strategy generation problem considering test placement cost for multimode systems. Therefore, this problem is studied in this paper. A formulation is presented. Two algorithms are proposed, one of which is realized by system transformation and the other is newly designed. Extensive simulations are carried out to test the effectiveness of the algorithms. A real-world system is also presented. All the results show that both of them have the ability to solve the diagnostic strategy generation problem, and they have different characteristics. MDPI 2015-10-08 /pmc/articles/PMC4634445/ /pubmed/26457709 http://dx.doi.org/10.3390/s151025592 Text en © 2015 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 license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Shigang Song, Lijun Zhang, Wei Hu, Zheng Yang, Yongmin Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems |
title | Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems |
title_full | Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems |
title_fullStr | Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems |
title_full_unstemmed | Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems |
title_short | Optimal Sequential Diagnostic Strategy Generation Considering Test Placement Cost for Multimode Systems |
title_sort | optimal sequential diagnostic strategy generation considering test placement cost for multimode systems |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4634445/ https://www.ncbi.nlm.nih.gov/pubmed/26457709 http://dx.doi.org/10.3390/s151025592 |
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