Fault Diagnosis of Gearbox based on the Optimized BP Neural Networks by Improved Particle Swarm Algorithm

被引：0
|
作者：
Duan, Zhimei [1 ]
Yuan, Xiaojin [2 ]
Xiong, Yan [1 ]
机构：
[1] Honghe Univ, Engn Coll, Mengzi 661199, Peoples R China
[2] Comprehens Test Ctr, Honghe Qual & Tech Supervis, Mengzi 661199, Peoples R China
来源：
PROCEEDINGS OF THE 2016 7TH INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, COMPUTER AND MEDICINE (EMCM 2016) | 2017年 / 59卷
关键词：
Gearbox; Adaptive gauss mutation; Particle swarm optimization algorithm; Neural network; Fault diagnosis;
D O I：
暂无
中图分类号：
F [经济];
学科分类号：
02 ;
摘要：
In order to improve accuracy of fault diagnosis of gearbox, adaptive mutation particle swarm optimization (AMPSO) algorithm is used to optimize weight of BP. According to fault feature, fault diagnosis is accomplished by optimized BP. The algorithm overcomes disadvantages that slowly convergence and easy to fall into local minima of standard PSO and BP. The simulation results show that the method gains good classification result and has a certain practicality.
引用
收藏
页码：130 / 135
页数：6
相关论文
共 50 条
  • [11] Fault Diagnosis of Wind Turbine Gearbox Based on Improved QPSO Algorithm
    Chong, Jiatang
    Xiong, Yan
    RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2019, 12 (03) : 277 - 283
  • [12] Bearing fault diagnosis based on improved particle swarm optimized VMD and SVM models
    Zhang, Qingfeng
    Chen, Shuang
    Fan, Zhan Peng
    ADVANCES IN MECHANICAL ENGINEERING, 2021, 13 (06)
  • [13] Fault diagnosis of gearbox based on RBF-PF and particle swarm optimization wavelet neural network
    Yang, Liu
    Chen, Hanxin
    NEURAL COMPUTING & APPLICATIONS, 2019, 31 (09) : 4463 - 4478
  • [14] Fault diagnosis of gearbox based on RBF-PF and particle swarm optimization wavelet neural network
    Liu Yang
    Hanxin Chen
    Neural Computing and Applications, 2019, 31 : 4463 - 4478
  • [15] RBF Optimized Particle Filter Based on Sequential Probability Ratio Gearbox Fault Diagnosis
    Chen, Hanxin
    Ma, Zhiyuan
    2015 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND INTELLIGENT CONTROL (ISIC 2015), 2015, : 49 - 52
  • [16] Research on Fault Diagnosis of Ship Power System Based on Improved Particle Swarm Optimization Neural Network Algorithm
    Yang, Ming
    Shi, Weifeng
    PROCEEDINGS OF 2018 IEEE 3RD ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC 2018), 2018, : 108 - 113
  • [17] Application of Feature Fusion Based on DHMM Method and BP Neural Network Algorithm in Fault Diagnosis of Gearbox
    Zhu, Wen-hui
    Huang, Jin-ying
    Feng, Shun-xiao
    Wei, Jie-jie
    Chen, Hai-xia
    2017 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-HARBIN), 2017, : 449 - 453
  • [18] Gearbox fault diagnosis through quantum particle swarm optimization algorithm and kernel extreme learning machine
    Meng, Shuo
    Kang, Jianshe
    Chi, Kuo
    Die, Xupeng
    JOURNAL OF VIBROENGINEERING, 2020, 22 (06) : 1399 - 1414
  • [19] Fault Diagnosis algorithm of Wind Power Gearbox Based on Fuzzy Neural Network
    Bai, Ruifei
    Zhang, Wei
    Zhao, Doudou
    PROCEEDINGS OF THE 2019 31ST CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2019), 2019, : 3291 - 3296
  • [20] Research on Gearbox Fault Detection and Diagnosis Based on Improved Spectral Kurtosis Algorithm
    Cao, Lijun
    Zhao, Yanqin
    Yu, Guibo
    Chen, Shuxiao
    Su, Xujun
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON MECHATRONICS, CONTROL AND AUTOMATION ENGINEERING (MCAE), 2016, 58 : 174 - 177
12345