Diagnosis of wiring networks using Particle Swarm Optimization and Genetic Algorithms

The performances of Particle Swarm Optimization and Genetic Algorithm have been compared to develop a methodology for wiring network diagnosis allowing the detection, localization and characterization of faults. Two complementary steps are addressed. In the first step the direct problem is modeled u...

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Published inComputers & electrical engineering Vol. 40; no. 7; pp. 2236 - 2245
Main Authors Smail, M.K., Bouchekara, H.R.E.H., Pichon, L., Boudjefdjouf, H., Mehasni, R.
Format Journal Article
LanguageEnglish
Published Elsevier Ltd 01.10.2014
Elsevier
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Online AccessGet full text
ISSN0045-7906
1879-0755
DOI10.1016/j.compeleceng.2014.07.002

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Abstract The performances of Particle Swarm Optimization and Genetic Algorithm have been compared to develop a methodology for wiring network diagnosis allowing the detection, localization and characterization of faults. Two complementary steps are addressed. In the first step the direct problem is modeled using RLCG circuit parameters. Then the Finite Difference Time Domain method is used to solve the telegrapher’s equations. This model provides a simple and accurate method to simulate Time Domain Reflectometry responses. In the second step the optimization methods are combined with the wire propagation model to solve the inverse problem and to deduce physical information’s about defects from the reflectometry response. Several configurations are studied in order to demonstrate the applicability of each approach. Further, in order to validate the obtained results for both inversion techniques, they are compared with experimental measurements.
AbstractList The performances of Particle Swarm Optimization and Genetic Algorithm have been compared to develop a methodology for wiring network diagnosis allowing the detection, localization and characterization of faults. Two complementary steps are addressed. In the first step the direct problem is modeled using RLCG circuit parameters. Then the Finite Difference Time Domain method is used to solve the telegrapher’s equations. This model provides a simple and accurate method to simulate Time Domain Reflectometry responses. In the second step the optimization methods are combined with the wire propagation model to solve the inverse problem and to deduce physical information’s about defects from the reflectometry response. Several configurations are studied in order to demonstrate the applicability of each approach. Further, in order to validate the obtained results for both inversion techniques, they are compared with experimental measurements.
Author Smail, M.K.
Mehasni, R.
Bouchekara, H.R.E.H.
Pichon, L.
Boudjefdjouf, H.
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Issue 7
Keywords Wiring diagnosis
Time Domain Reflectometry
Finite Difference Time Domain method
Particle Swarm Optimization
Genetic Algorithm
Language English
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Snippet The performances of Particle Swarm Optimization and Genetic Algorithm have been compared to develop a methodology for wiring network diagnosis allowing the...
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StartPage 2236
SubjectTerms Computer simulation
Diagnosis
Engineering Sciences
Finite Difference Time Domain method
Genetic Algorithm
Genetic algorithms
Mathematical models
Networks
Particle Swarm Optimization
Reflectometry
Swarm intelligence
Time Domain Reflectometry
Wiring
Wiring diagnosis
Title Diagnosis of wiring networks using Particle Swarm Optimization and Genetic Algorithms
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