Volume 27 Issue 3
Mar.  2001
Turn off MathJax
Article Contents
YANG Jing, LIU Xiang-qun, ZHANG Hong-yueet al. Fault Diagnosis of DC Motor Based on Parameter Estimation and Fuzzy ARTMAP[J]. Journal of Beijing University of Aeronautics and Astronautics, 2001, 27(3): 284-288. (in Chinese)
Citation: YANG Jing, LIU Xiang-qun, ZHANG Hong-yueet al. Fault Diagnosis of DC Motor Based on Parameter Estimation and Fuzzy ARTMAP[J]. Journal of Beijing University of Aeronautics and Astronautics, 2001, 27(3): 284-288. (in Chinese)

Fault Diagnosis of DC Motor Based on Parameter Estimation and Fuzzy ARTMAP

  • Received Date: 23 Dec 1999
  • Publish Date: 31 Mar 2001
  • In order to improve the motor quality and realize system monitor, a new approach to diagnose motor faults is presented to estimate the electromechanical parameters of motor based on the block-pulse function series and classify motor faults based on Fuzzy ARTMAP neural network. The electromechanical parameters of motors can be acquired on line without stopping and loading motor. Thus therunning state of motor is obtained. Because of the strong pattern recognition ability of Fuzzy ARTMAP neural network, it is employed to diagnose the type and magnitude of faults. The effectiveness of the proposed method is verified by the results of simulations and experiments.

     

  • loading
  • [1] Zhang H Y, Chen J. Identification of stochastic multi-variable continuous-time systems[J]. J Modelling & Simulation, 1990,10(2):71~74. [2] Zhang H J, Chen J. Identification of physical parameters of ground vehicle using block-pulse function method[J]. J Systems Sci, 1990, 21(4):631~642. [3] Carpenter G A, Grossberg S, Markouzon N, et al. Fuzzy ARTMAP:A neural network architecture for incremental supervised learning of analog multidimensional maps[J]. IEEE Trans on Neural Networks, 1992, l3(5):698~713. [4] Georgiopoulos M, Fernlund H, Bebis G, et al. Ordar of search in fuzzy ART and fuzzy ARTMAP:Effect of the choice parameter[J]. IEEE Trans on Neural Networks, 1996, 17(9):1541~1559. [5] Steinberg M. An initial assessment of neural network and fuzzy logic technology for flight control system. Proceedings of the American Control Conference. 1994. 173~177.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views(2507) PDF downloads(948) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return