Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Shigang, Song, Lijun, Zhang, Wei, Hu, Zheng, Yang, Yongmin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2015
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
_version_ 1782399357712072704
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
work_keys_str_mv AT zhangshigang optimalsequentialdiagnosticstrategygenerationconsideringtestplacementcostformultimodesystems
AT songlijun optimalsequentialdiagnosticstrategygenerationconsideringtestplacementcostformultimodesystems
AT zhangwei optimalsequentialdiagnosticstrategygenerationconsideringtestplacementcostformultimodesystems
AT huzheng optimalsequentialdiagnosticstrategygenerationconsideringtestplacementcostformultimodesystems
AT yangyongmin optimalsequentialdiagnosticstrategygenerationconsideringtestplacementcostformultimodesystems