INU Fault Diagnosis Based on Genetic Wavelet Neural Network

被引:0
|
作者
Luo, Yunlin [1 ]
Dai, Qingtian [1 ]
Wang, Li [1 ]
Wang, Kun [1 ]
机构
[1] Civil Aviat Univ China, Aeronaut Automat Coll, Tianjin 300300, Peoples R China
关键词
wavelet transform; neural network; gyro; fault diagnosis;
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
This paper studies the fault diagnosis of inertia navigation unit which plays an important role in inertia navigation system. The method chosen in the fault diagnosis is combined Genetic Algorithm and wavelet neural network. Wavelet transform will effectively handle the collected inertia navigation unit signal. The characteristic signals extracted will be regarded as inputs to the neural network. The initial value of weight and bias on WNN is searched for further training by introducing Genetic Algorithm, which improves search efficiency and global convergence of the network. The fault signal of gyro which is the crucial part in inertia navigation unit is taken as an example of simulation. Simulation results indicate that this method can diagnose faults effectively.
引用
收藏
页码:2837 / 2840
页数:4
相关论文
共 50 条
  • [1] Fault Diagnosis of Piston Compressor Based on Wavelet Neural Network and Genetic Algorithm
    Li Jinru
    Liu Yibing
    Yan Keguo
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 6006 - 6010
  • [2] Motor Fault Diagnosis based on wavelet neural network
    Ying, Xu Li
    Lan, Wang Nan
    [J]. ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL II, PROCEEDINGS, 2009, : 553 - +
  • [3] Fault diagnosis based on double wavelet neural network
    Li, GY
    Qi, XZ
    Yao, LX
    [J]. WAVELET ANALYSIS AND ITS APPLICATIONS (WAA), VOLS 1 AND 2, 2003, : 932 - 936
  • [4] Aerocraft Fault Diagnosis Based on Wavelet Neural Network
    Hou Xia
    Zhang Junfeng
    Liu Guohai
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 2366 - 2369
  • [5] Fault diagnosis of analog circuits based on wavelet neural network
    Song, Guoming
    Wang, Houjun
    Liu, Hong
    Jiang, Shuyan
    Song, Guoming
    Liu, Hong
    [J]. DCABES 2006 PROCEEDINGS, VOLS 1 AND 2, 2006, : 803 - 807
  • [6] The Sensor Fault Diagnosis of the UV Based on the Wavelet Neural Network
    Wang Shengwu
    Shi Xiuhua
    Wei Zhaoyu
    [J]. 2010 INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT (CCCM2010), VOL II, 2010, : 168 - 171
  • [7] Fault diagnosis and classification based on wavelet transform and neural network
    Hadad, Kamal
    Pourahmadi, Meisam
    Majidi-Maraghi, Hosein
    [J]. PROGRESS IN NUCLEAR ENERGY, 2011, 53 (01) : 41 - 47
  • [8] Study of the Fault Diagnosis Based on Wavelet and Neural Network for the Motor
    Shao, Keyong
    Han, Lijuan
    Wang, Xinmin
    Zhang, Fengwu
    Qian, Kun
    [J]. ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING II, PTS 1-3, 2013, 433-435 : 483 - +
  • [9] Fault diagnosis of oil pump based on wavelet neural network
    Tian, Jingwen
    Gao, Meijuan
    Zhou, Hao
    Li, Kai
    [J]. IMECS 2007: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2007, : 1579 - +
  • [10] Gas turbine fault diagnosis based on wavelet neural network
    Xu, Qing-Yang
    Meng, Xian-Yao
    Han, Xin-Jie
    Meng, Song
    [J]. 2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 738 - 741