DocumentCode :
1903179
Title :
A dedicated Application of artificial ants for the condition monitoring of induction motors
Author :
Soualhi, Abdenour ; Razik, H. ; Clerc, Guy
Author_Institution :
Lab. Ampere Univ. de Lyon, Lyon, France
fYear :
2013
fDate :
27-30 Aug. 2013
Firstpage :
552
Lastpage :
557
Abstract :
In the last decade, the field of diagnosis has attracted the attention of many researchers, especially for the detection of faults in induction motors. The condition monitoring of induction motors is generally based on the analysis of signals coming from one or several sensors. This analysis is performed by the motor current signature analysis (MCSA) which is considered as the most popular fault detection technique. This approach considers that a failed component generates a frequency in the motor current spectrum and measuring the amplitude of this frequency can help us to identify and quantify the fault severity. So, the frequency amplitude of the faulty component has to be known. This paper suggests the use of a heuristic technique inspired by the behavior of a colony of ants to track these frequencies. This technique is very easy to implement and converge quickly to a solution. The proposed technique is described and the experimental results illustrate this novel technique.
Keywords :
ant colony optimisation; condition monitoring; fault diagnosis; heuristic programming; induction motors; MCSA; artificial ant colony optimization; condition monitoring; fault detection technique; fault severity; frequency amplitude; heuristic technique; induction motors; motor current signature analysis; motor current spectrum; signal analysis; Bars; Fault diagnosis; Induction motors; Industrial electronics; Particle swarm optimization; Rotors; Stators; Artificial ants; Artificial intelligence; Broken bars; Fault detection; Induction motors; Monitoring; Motor current spectrum;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED), 2013 9th IEEE International Symposium on
Conference_Location :
Valencia
Type :
conf
DOI :
10.1109/DEMPED.2013.6645769
Filename :
6645769
Link To Document :
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