Soft fault diagnosis in analog electronic circuits: Sensitivity analysis by randomized algorithms.

被引:0
|
作者
Alippi, C [1 ]
Catelani, M [1 ]
Fort, A [1 ]
机构
[1] Politecn Milan, Dept Elect & Informat, I-20133 Milan, Italy
关键词
randomized algorithms; sensitivity analysis; radial basis function networks; fault diagnosis; neural classifiers;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a fault diagnosis technique for electronic analog circuits is described. Diagnosis is obtained by comparing input-output measurements with examples contained in a fault dictionary, by means of a neural classifier. A harmonic analysis is used, i.e. the test input stimuli are sinusoidal waves. A novel method for optimizing the fault dictionary construction is proposed. In particular, the stimuli selection is optimized by means of a sensitivity analysis of the Circuit Under Test -CUT- relying on a probabilistic approach based on randomized algorithms. This technique allows removing all the hypothesis assumed by the related literature. In fact it allows to remove the small perturbation assumption and presents a poly-time solution independently from the dimension of the perturbation..
引用
收藏
页码:1592 / 1595
页数:2
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