Open-circuit Fault Diagnosis of Transistor in Inverter Based on Wavelet Neural Network

被引:0
|
作者
Cui Bowen [1 ]
机构
[1] Jimei Univ, Marine Engn Inst, Xiamen 361021, Peoples R China
关键词
Wavelet; Neural Network; Inverter; Fault Diagnosis; PWM INVERTER; DRIVE; SYSTEMS;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
下载
收藏
页码:4019 / 4023
页数:5
相关论文
共 7 条
  • [1] Wavelets: A new tool for the resonant grounded power distribution systems relaying
    Chaari, O
    Meunier, M
    Brouaye, F
    [J]. IEEE TRANSACTIONS ON POWER DELIVERY, 1996, 11 (03) : 1301 - 1308
  • [2] CUI Bowen, 2007, P IEEE INT C AUT LOG, P2774
  • [3] Fault detection and isolation on a PWM inverter by knowledge-based model
    Peuget, R
    Courtine, S
    Rognon, JP
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1998, 34 (06) : 1318 - 1326
  • [4] Real-time detection of intermittent misfiring in a voltage-fed PWM inverter induction-motor drive
    Smith, KS
    Ran, L
    Penman, J
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1997, 44 (04) : 468 - 476
  • [5] REMEDIAL STRATEGIES FOR BRUSHLESS DC DRIVE FAILURES
    SPEE, R
    WALLACE, AK
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 1990, 26 (02) : 259 - 266
  • [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
  • [7] Reliability, availability, and maintainability of high-power variable-speed drive systems
    Wikström, P
    Terens, LA
    Kobi, H
    [J]. IEEE TRANSACTIONS ON INDUSTRY APPLICATIONS, 2000, 36 (01) : 231 - 241