Linear circuit fault diagnosis using neuromorphic analyzers

被引:123
作者
Spina, R
Upadhyaya, S
机构
[1] Dept. of Elec. and Comp. Engineering, State University of New York, Buffalo
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING | 1997年 / 44卷 / 03期
关键词
analog circuits; artificial neural networks; Built-In-Self-Test; diagnosis; white noise generator;
D O I
10.1109/82.558453
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 presents a method of analog fault diagnosis using neural networks. The primary focus of the paper is to provide robust diagnosis using a simple mechanism for automatic test pattern generation while reducing test time. A new diagnosis framework consisting of a white noise generator and an artificial neural network for response analysis and classification is proposed. This approach moves the diagnosis of analog circuits closer to the goal of built-in test. Networks of reasonable dimension are shown to be capable of robust diagnosis of analog circuits including effects due to tolerances.
引用
收藏
页码:188 / 196
页数:9
相关论文
共 25 条
[1]  
[Anonymous], SELECTED PAPERS ANAL
[2]   FAULT-DIAGNOSIS OF ANALOG CIRCUITS [J].
BANDLER, JW ;
SALAMA, AE .
PROCEEDINGS OF THE IEEE, 1985, 73 (08) :1279-1325
[3]  
CHEN CH, 1982, DIGITAL WAVEFORM PRO
[4]   ANALOG DIGITAL ASIC DESIGN FOR TESTABILITY [J].
FASANG, PP .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1989, 36 (02) :219-226
[5]   ANALYSIS OF HIDDEN UNITS IN A LAYERED NETWORK TRAINED TO CLASSIFY SONAR TARGETS [J].
GORMAN, RP ;
SEJNOWSKI, TJ .
NEURAL NETWORKS, 1988, 1 (01) :75-89
[6]  
Hoskins J. C., 1988, P INT TEST C JUN, P81
[7]  
Hsu S.Y., 1992, REMOTE SENS REV, V6, P319, DOI [10.1080/02757259209532159, DOI 10.1080/02757259209532159]
[8]  
HUSH DR, 1993, IEEE SIGNAL PROC JAN
[9]  
Kagle B., 1990, P 1 WORKSH NEUR NETW
[10]   Review of Neural Networks for Speech Recognition [J].
Lippmann, Richard P. .
NEURAL COMPUTATION, 1989, 1 (01) :1-38