The paper presents a technique of fault detection and diagnosis for open-circuit fault of power device in inverter-fed motor drives based on wavelet neural network. The output current of the inverter is processed, and the recursive wavelet transform is used for fault detection. The layer detail coefficient and its energy are obtained by wavelet transform and the fault features are got by normalized the energy. BP neural network is used to isolate switch faults by input the fault features to the input layer of the network. The simulation result shows that the method can detect and isolate the faults effectively.
机构:
Inst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, FranceInst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, France
Peuget, R
Courtine, S
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机构:
Inst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, FranceInst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, France
Courtine, S
Rognon, JP
论文数: 0引用数: 0
h-index: 0
机构:
Inst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, FranceInst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, France
[6]
Wallace A. K., 1988, PESC '88 Record. 19th Annual IEEE Power Electronics Specialists Conference (Cat. No.88CH2523-9), P199, DOI 10.1109/PESC.1988.18134
机构:
Inst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, FranceInst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, France
Peuget, R
Courtine, S
论文数: 0引用数: 0
h-index: 0
机构:
Inst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, FranceInst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, France
Courtine, S
Rognon, JP
论文数: 0引用数: 0
h-index: 0
机构:
Inst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, FranceInst Natl Polytech Grenoble, Lab Electrotech Grenoble, F-38402 St Martin Dheres, France
[6]
Wallace A. K., 1988, PESC '88 Record. 19th Annual IEEE Power Electronics Specialists Conference (Cat. No.88CH2523-9), P199, DOI 10.1109/PESC.1988.18134