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Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms

To improve fault detection reliability, sensor location should be designed according to an optimization criterion with constraints imposed by issues of detectability and identifiability. Reliability requires the minimization of undetectability and false alarm probability due to random factors on sen...

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Detalles Bibliográficos
Autores principales: Yang, Fan, Xiao, Deyun, Shah, Sirish L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3260601/
https://www.ncbi.nlm.nih.gov/pubmed/22291524
http://dx.doi.org/10.3390/s91108579
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author Yang, Fan
Xiao, Deyun
Shah, Sirish L.
author_facet Yang, Fan
Xiao, Deyun
Shah, Sirish L.
author_sort Yang, Fan
collection PubMed
description To improve fault detection reliability, sensor location should be designed according to an optimization criterion with constraints imposed by issues of detectability and identifiability. Reliability requires the minimization of undetectability and false alarm probability due to random factors on sensor readings, which is not only related with sensor readings but also affected by fault propagation. This paper introduces the reliability criteria expression based on the missed/false alarm probability of each sensor and system topology or connectivity derived from the directed graph. The algorithm for the optimization problem is presented as a heuristic procedure. Finally, a boiler system is illustrated using the proposed method.
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spelling pubmed-32606012012-01-30 Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms Yang, Fan Xiao, Deyun Shah, Sirish L. Sensors (Basel) Article To improve fault detection reliability, sensor location should be designed according to an optimization criterion with constraints imposed by issues of detectability and identifiability. Reliability requires the minimization of undetectability and false alarm probability due to random factors on sensor readings, which is not only related with sensor readings but also affected by fault propagation. This paper introduces the reliability criteria expression based on the missed/false alarm probability of each sensor and system topology or connectivity derived from the directed graph. The algorithm for the optimization problem is presented as a heuristic procedure. Finally, a boiler system is illustrated using the proposed method. Molecular Diversity Preservation International (MDPI) 2009-10-27 /pmc/articles/PMC3260601/ /pubmed/22291524 http://dx.doi.org/10.3390/s91108579 Text en © 2009 by the authors; licensee Molecular Diversity Preservation International, 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/3.0/).
spellingShingle Article
Yang, Fan
Xiao, Deyun
Shah, Sirish L.
Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_full Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_fullStr Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_full_unstemmed Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_short Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms
title_sort optimal sensor location design for reliable fault detection in presence of false alarms
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3260601/
https://www.ncbi.nlm.nih.gov/pubmed/22291524
http://dx.doi.org/10.3390/s91108579
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