Wavelet-Based Feature Extraction in Fault Diagnosis for Biquad High-Pass Filter Circuit

被引:8
作者
Wang, Yuehai [1 ]
Yan, Yongzheng [1 ]
Wang, Qinyong [2 ]
机构
[1] North China Univ Technol, Sch Elect Informat & Engn, Beijing 100144, Peoples R China
[2] Beijing Open Univ, Tech Support & Serv Ctr, Beijing 100081, Peoples R China
关键词
NEURAL-NETWORK; ANALOG; ALGORITHMS; TRANSFORM; SYSTEM;
D O I
10.1155/2016/5682847
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Fault diagnosis for analog circuit has become a prominent factor in improving the reliability of integrated circuit due to its irreplaceability in modern integrated circuits. In fact fault diagnosis based on intelligent algorithms has become a popular research topic as efficient feature extraction and selection are a critical and intricate task in analog fault diagnosis. Further, it is extremely important to propose some general guidelines for the optimal feature extraction and selection. In this paper, based on wavelet analysis, we will study the problems of mother wavelets selection, number of decomposition levels, and candidate coefficients selection by using a four-op-amp biquad filter circuit. After conducting several comparative experiments, some general guidelines for feature extraction for this type of analog circuits fault diagnosis are derived.
引用
收藏
页数:13
相关论文
共 39 条
[1]   Analog fault diagnosis of actual circuits using neural networks [J].
Aminian, F ;
Aminian, M ;
Collins, HW .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2002, 51 (03) :544-550
[2]   Neural-network based analog-circuit fault diagnosis using wavelet transform as preprocessor [J].
Aminian, M ;
Aminian, F .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-ANALOG AND DIGITAL SIGNAL PROCESSING, 2000, 47 (02) :151-156
[3]   A modular fault-diagnostic system for analog electronic circuits using neural networks with wavelet transform as a preprocessor [J].
Aminian, Mehran ;
Aminian, Farzan .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2007, 56 (05) :1546-1554
[4]  
[Anonymous], 1992, CBMS-NSF Reg. Conf. Ser. in Appl. Math
[5]   An adaptive artificial immune system for fault classification [J].
Aydin, Ilhan ;
Karakose, Mehmet ;
Akin, Erhan .
JOURNAL OF INTELLIGENT MANUFACTURING, 2012, 23 (05) :1489-1499
[6]   FAULT-DIAGNOSIS OF ANALOG CIRCUITS [J].
BANDLER, JW ;
SALAMA, AE .
PROCEEDINGS OF THE IEEE, 1985, 73 (08) :1279-1325
[7]   CONDITIONS FOR NETWORK-ELEMENT-VALUE SOLVABILITY [J].
BERKOWITZ, RS .
IRE TRANSACTIONS ON CIRCUIT THEORY, 1962, CT 9 (01) :24-&
[8]   Soft fault detection and isolation in analog circuits: Some results and a comparison between a fuzzy approach and radial basis function networks [J].
Catelani, M ;
Fort, A .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2002, 51 (02) :196-202
[9]  
Chruszczyk L., 2012, ADV WAVELET THEORY T
[10]   ENTROPY-BASED ALGORITHMS FOR BEST BASIS SELECTION [J].
COIFMAN, RR ;
WICKERHAUSER, MV .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) :713-718