TY - GEN
T1 - Research on fault diagnosis in analog circuit based on wavelet-neural network
AU - Haiying, Yuan
AU - Guangju, Chen
AU - Sanbao, Shi
AU - Huawei, Chen
PY - 2006
Y1 - 2006
N2 - The fault diagnosis method based on wavelet-neural network in analog circuit was presented. The problems on feature extraction in analog circuit, data pre-processing, training and testing of network, fault pattern classification were all discussed here. Fault features were extracted by circuit simulation, after data preprocessed by wavelet-neural network, which can be constructed into samples aggregation, the samples for training and testing were used to train and test neural network respectively, the uniform pattern samples were used to diagnose faults, the fault diagnosis in analogy circuit was realized effectively. An illustration validated this method.
AB - The fault diagnosis method based on wavelet-neural network in analog circuit was presented. The problems on feature extraction in analog circuit, data pre-processing, training and testing of network, fault pattern classification were all discussed here. Fault features were extracted by circuit simulation, after data preprocessed by wavelet-neural network, which can be constructed into samples aggregation, the samples for training and testing were used to train and test neural network respectively, the uniform pattern samples were used to diagnose faults, the fault diagnosis in analogy circuit was realized effectively. An illustration validated this method.
KW - Analog circuit
KW - Fault diagnosis
KW - Feature extraction
KW - Wavelet-neural network
UR - https://www.scopus.com/pages/publications/34047202462
U2 - 10.1109/WCICA.2006.1712845
DO - 10.1109/WCICA.2006.1712845
M3 - 会议稿件
AN - SCOPUS:34047202462
SN - 1424403324
SN - 9781424403325
T3 - Proceedings of the World Congress on Intelligent Control and Automation (WCICA)
SP - 2659
EP - 2662
BT - Proceedings of the World Congress on Intelligent Control and Automation (WCICA)
T2 - 6th World Congress on Intelligent Control and Automation, WCICA 2006
Y2 - 21 June 2006 through 23 June 2006
ER -