Fault diagnosis and classification in urban rail vehicle auxiliary inverter based on wavelet packet and elman neural network

被引:0
作者
机构
[1] State Key Laboratory of Rail Traffic Control and Safety, Beijing Jiaotong University Beijing
[2] Guangzhou Metro, Guangzhou
关键词
Elman neural network; Fault diagnosis; Urban rail vehicle auxiliary inverter; Wavelet packet;
D O I
10.25103/jestr.062.31
中图分类号
学科分类号
摘要
In this paper we present a novel method in fault recognition and classification in urban rail vehicle auxiliary inverter based on wavelet packet and Elman neural network. First, the original fault voltage signals are decomposed by wavelet packet. Next, an automatic feature extraction algorithm is constructed. Finally, those wavelet packet energy eigenvectors are used as Elman neural network input parameters to realize intelligent fault diagnosis. The result shows that the Elman neural network is better than BP neural network, it is effective to distinguish the state of the urban rail vehicle auxiliary inverter. © 2013 Kavala Institute of Technology.
引用
收藏
页码:150 / 154
页数:4
相关论文
共 50 条
  • [31] Parameter identification of key components of thyristor converter valve based on wavelet packet key feature extraction and Elman neural network
    Pang, Lei
    Zhang, Tianyi
    Wang, Xinbing
    Zhang, Kang
    Liu, Longchen
    [J]. IET GENERATION TRANSMISSION & DISTRIBUTION, 2023, 17 (04) : 947 - 961
  • [32] 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
  • [33] Fault diagnosis of power electronic device based on wavelet and neural network
    Fu, Lijun
    Yang, Qing
    Wang, Guangxing
    Ren, Huixuan
    [J]. PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 2946 - 2950
  • [34] Research on Gearbox Fault Diagnosis of Urban Rail Vehicle Based on SIMPACK
    Wei, Xiukun
    Yan, Dong
    Chen, Jun
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL AND INFORMATION TECHNOLOGIES FOR RAIL TRANSPORTATION: TRANSPORTATION, 2016, 378 : 9 - 19
  • [35] A Fault Diagnosis of Suck Rod Pumping System Based on Wavelet Packet and RBF Network
    Wu, Wei
    Sun, Wenli
    Wei, Hangxin
    [J]. MANUFACTURING PROCESS TECHNOLOGY, PTS 1-5, 2011, 189-193 : 2665 - 2669
  • [36] A New Method of Sensor Fault Diagnosis Based on a Wavelet Packet Neural Network for Hybrid Electric Vehicles
    Zhang, Hongkun
    Li, Wenjun
    [J]. 2016 9TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI 2016), 2016, : 1143 - 1147
  • [37] Prediction of Urban Rail Transit Sectional Passenger Flow Based on Elman Neural Network
    Li, Qian
    Qin, Yong
    Wang, Ziyang
    Zhao, Zhongxin
    Zhan, Minghui
    Liu, Yu
    [J]. ADVANCES IN TRANSPORTATION, PTS 1 AND 2, 2014, 505-506 : 1023 - +
  • [38] Fault Detection Method for the Rolling Bearings of Metro Vehicle Based on RBF Neural Network and Wavelet Packet Transform
    Yu Xiu-lian
    Xing Zong-yi
    Qin Yong
    Jia Li-min
    Cheng Xiao-qing
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT RAIL TRANSPORTATION (ICIRT), 2013, : 244 - 247
  • [39] A fault detection and diagnosis technique for solar system based on Elman neural network
    Liu, Guangyu
    Yu, Weijie
    [J]. PROCEEDINGS OF 2017 IEEE 2ND INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2017, : 473 - 480
  • [40] Fault Diagnosis of a Launch Vehicle Actuation System using Wavelet Neural Network
    Vijayan, Anjana
    Sebastian, Baby
    Ravindranath, Asha
    [J]. 2022 IEEE 19TH INDIA COUNCIL INTERNATIONAL CONFERENCE, INDICON, 2022,