SBT soft fault diagnosis in analog electronic circuits: A sensitivity-based approach by randomized algorithms

被引:48
|
作者
Alippi, C [1 ]
Catelani, M
Fort, A
Mugnaini, M
机构
[1] Politecn Milan, Dipartimento Elettron & Informaz, I-20133 Milan, Italy
[2] Univ Florence, Dipartimento Elettron & Telecomunicaz, I-50121 Florence, Italy
[3] Univ Siena, Dipartimento Ingn Informaz, I-53100 Siena, Italy
关键词
analog circuits; fault diagnosis; neural classifiers; radial basis function networks; randomized algorithms (RAS); sensitivity analysis;
D O I
10.1109/TIM.2002.806004
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
This paper addresses the fault diagnosis issue based on a simulation before test philosophy in analog electronic circuits. Diagnosis, obtained by comparing signatures measured at the test nodes with those contained in a fault dictionary, allows for sub-systems testing and fault isolation within the circuit. A novel method for constructing the fault dictionary under the single faulty component/unit hypothesis is proposed. The method, based on a harmonic analysis, allows for selecting the most suitable test input stimuli and nodes by means of a global sensitivity approach efficiently carried out by randomized algorithms. Applicability of the method to a wide class of circuits and its integration in diagnosis tools are granted since randomized algorithms assure that the selection problem can be effectively carried out with a poly-time algorithm independently from the fault space, structure, and complexity of the circuit.
引用
收藏
页码:1116 / 1125
页数:10
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