Multiple fault diagnosis in analogue circuits using time domain response features and multilayer perceptrons

被引:9
|
作者
Ogg, S
Lesage, S
Jervis, BW
Maidon, Y
Zimmer, T
机构
[1] Sheffield Hallam Univ, Sch Engn, Sheffield S1 1WB, S Yorkshire, England
[2] Univ Bordeaux 1, Microelect Lab, IXL, F-33405 Talence, France
来源
关键词
integrated circuits; artificial neural networks; multilayer perceptrons; fault diagnosis;
D O I
10.1049/ip-cds:19982119
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A technique is described for diagnosing multiple faults in analogue circuits from their impulse response function using multilayer perceptrons, in terms of a specific example. A Dirac impulse input to the circuit was simulated, and time domain features of the output response were classified by a system of two multilayer perceptrons to produce accurate numerical fault values.
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页码:213 / 218
页数:6
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