A preprocessor for analog circuit fault diagnosis based on Prony's method

被引:5
作者
El-Yazeed, MFA [1 ]
Mohsen, AAK
机构
[1] Cairo Univ, Elect & Commun Dept, Giza, Egypt
[2] Cairo Univ, Dept Engn Math & Phys, Giza 1221, Egypt
关键词
fault diagnosis; Prony's method; neural networks; analog circuits;
D O I
10.1078/1434-8411-54100136
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
The paper presents a new technique for analog circuit fault diagnosis. The circuit under test is simulated both at fault free and different faulty conditions using PSPICE software. The AC response to a set of sinusoidal input frequencies is calculated at selected test nodes. Prony's method is then utilized as a preprocessor to extract an optimal set of features representing nodal voltage waveforms. The resultant features are used to train a back-propagation neural network to identify circuit faults. The potential of the algorithm is demonstrated by a second order active circuit example.
引用
收藏
页码:16 / 22
页数:7
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