DocumentCode :
1644593
Title :
New concept to analog fault diagnosis by creating two fuzzy-neutral dictionaries test
Author :
Grzechca, D. ; Rutkowski, J.
Author_Institution :
Inst. of Electron., Silesian Univ. of Technol., Gliwice, Poland
Volume :
1
fYear :
2004
Firstpage :
115
Abstract :
This paper presents research on analog fault detection and location. The problem of distinguishing between healthy and faulty analog circuits has always been very complicated. Moreover, if a test locates a faulty element, a great problem occurs. The most common approach based on pattern recognition, especially on mean square error measure, cannot distinguish all faulty circuits from healthy ones. Normally, the dictionary has to include thousands of patterns and even then, the level of fault detection/location is not satisfactory. A neutral network classifier has been proposed to solve the problem. Its generalization ability allows reducing the dictionary size significantly. This paper shows how to create a neutral dictionary test for detection and location. Moreover, at the first stage of classification, the fuzzy logic is utilized to transform a measurement vector into a zero - one range (a continuous value). Output of a neutral network is coded. It reduces the number of output neutrons.
Keywords :
analogue circuits; circuit testing; fault simulation; fuzzy logic; neural nets; pattern classification; analog fault diagnosis; classification; dictionary size; fault detection; fault location; faulty analog circuits; faulty element; fuzzy logic; fuzzy-neutral dictionaries test; healthy analog circuits; mean square error; neutral network classifier; neutrons; pattern recognition; Analog circuits; Circuit faults; Circuit testing; Dictionaries; Electrical fault detection; Fault diagnosis; Fuzzy logic; Mean square error methods; Neutrons; Pattern recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrotechnical Conference, 2004. MELECON 2004. Proceedings of the 12th IEEE Mediterranean
Print_ISBN :
0-7803-8271-4
Type :
conf
DOI :
10.1109/MELCON.2004.1346786
Filename :
1346786
Link To Document :
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