Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas

In this work a study on the application of bio-inspired strategies for optimization to Fault Diagnosis in industrial systems is presented. The principal aim is to establish a basis for the development of new and viable model-based Fault Diagnosis Methods which improve some difficulties that the curr...

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Autores principales: Camps Echevarría,Lídice, Llanes Santiago,Orestes, Silva Neto,Antonio J
Lenguaje:English
Publicado: Universidad de Tarapacá. 2011
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Acceso en línea:http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-33052011000200009
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spelling oai:scielo:S0718-330520110002000092012-05-28Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradasCamps Echevarría,LídiceLlanes Santiago,OrestesSilva Neto,Antonio J Industrial systems robustness sensitivity bio-inspired algorithms fault diagnosis In this work a study on the application of bio-inspired strategies for optimization to Fault Diagnosis in industrial systems is presented. The principal aim is to establish a basis for the development of new and viable model-based Fault Diagnosis Methods which improve some difficulties that the current methods cannot avoid. These difficulties are related mainly with fault sensitivity and robustness to external disturbances. In this study, there have been considered the Differential Evolution and the Ant Colony Optimization algorithms. This application is illustrated using simulated data of the Two tanks system benchmark. In order to analyze the advantages of these algorithms to obtain a diagnosis which needs to be sensitive to faults and robust to external disturbances, some experiments with incipient faults and noisy data have been simulated. The results indicate that the proposed approach, basically the combination of the two algorithms, characterizes a promising methodology for Fault Diagnosis.info:eu-repo/semantics/openAccessUniversidad de Tarapacá.Ingeniare. Revista chilena de ingeniería v.19 n.2 20112011-08-01text/htmlhttp://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-33052011000200009en10.4067/S0718-33052011000200009
institution Scielo Chile
collection Scielo Chile
language English
topic Industrial systems
robustness
sensitivity
bio-inspired algorithms
fault diagnosis
spellingShingle Industrial systems
robustness
sensitivity
bio-inspired algorithms
fault diagnosis
Camps Echevarría,Lídice
Llanes Santiago,Orestes
Silva Neto,Antonio J
Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas
description In this work a study on the application of bio-inspired strategies for optimization to Fault Diagnosis in industrial systems is presented. The principal aim is to establish a basis for the development of new and viable model-based Fault Diagnosis Methods which improve some difficulties that the current methods cannot avoid. These difficulties are related mainly with fault sensitivity and robustness to external disturbances. In this study, there have been considered the Differential Evolution and the Ant Colony Optimization algorithms. This application is illustrated using simulated data of the Two tanks system benchmark. In order to analyze the advantages of these algorithms to obtain a diagnosis which needs to be sensitive to faults and robust to external disturbances, some experiments with incipient faults and noisy data have been simulated. The results indicate that the proposed approach, basically the combination of the two algorithms, characterizes a promising methodology for Fault Diagnosis.
author Camps Echevarría,Lídice
Llanes Santiago,Orestes
Silva Neto,Antonio J
author_facet Camps Echevarría,Lídice
Llanes Santiago,Orestes
Silva Neto,Antonio J
author_sort Camps Echevarría,Lídice
title Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas
title_short Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas
title_full Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas
title_fullStr Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas
title_full_unstemmed Una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas
title_sort una propuesta para el diagnóstico de fallos en sistemas industriales mediante el uso de estrategias bioinspiradas
publisher Universidad de Tarapacá.
publishDate 2011
url http://www.scielo.cl/scielo.php?script=sci_arttext&pid=S0718-33052011000200009
work_keys_str_mv AT campsechevarrialidice unapropuestaparaeldiagnosticodefallosensistemasindustrialesmedianteelusodeestrategiasbioinspiradas
AT llanessantiagoorestes unapropuestaparaeldiagnosticodefallosensistemasindustrialesmedianteelusodeestrategiasbioinspiradas
AT silvanetoantonioj unapropuestaparaeldiagnosticodefallosensistemasindustrialesmedianteelusodeestrategiasbioinspiradas
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