Gear fault diagnosis method of intelligence based on genetic algorithm to optimize the BP neural network

被引：0
|
作者：
Fang, Jie [1 ]
机构：
[1] Fujian Normal Univ, Fuqing Branch, Dept Maths & Comp Sci, Fuqing, Peoples R China
来源：
PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION APPLICATIONS (ICCIA 2012) | 2012年
关键词：
Artificial Neural; BP neural network; Gear fault intelligent diagnosis; Vibration Signal;
D O I：
暂无
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
The work of the gear transmission is very complex, and its failure in the form and features tend to show non-linear mapping. Fault signal is often submerged in conventional vibration signal and noise, it is not easy using traditional signal processing methods to extract fault features which in a difficult to gear fault diagnosis. This paper based on the genetic algorithm to optimize the structure of the BP neural network model for the intelligent diagnosis system which is used in gear fault diagnosis. The experimental results show that this method can be effectively used for the diagnosis and identification of the gears common fault type.
引用
收藏
页码：815 / 818
页数：4
相关论文
共 50 条
  • [11] The Application of LMD and BP Neural Network in Gear Fault Diagnosis
    Li, Zhirong
    Wan, Zhou
    Xiong, Xin
    Liao, Xingzhi
    2013 25TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2013, : 4609 - 4612
  • [12] Fault diagnosis of fire control system based on genetic algorithm optimized BP neural network
    Li, Yingshun
    Hu, Xiuyu
    Yao, Zhao
    Zhang, Yang
    2022 PROGNOSTICS AND HEALTH MANAGEMENT CONFERENCE, PHM-LONDON 2022, 2022, : 11 - 16
  • [13] Fault Diagnosis Based on BP Neural Network Optimized by Beetle Algorithm
    Maohua Xiao
    Wei Zhang
    Kai Wen
    Yue Zhu
    Yilidaer Yiliyasi
    Chinese Journal of Mechanical Engineering, 2021, 34 (06) : 270 - 279
  • [14] A Fault Diagnosis Intelligent Algorithm Based on Improved BP Neural Network
    Liu, Pingfeng
    Zhang, Wang
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2019, 33 (09)
  • [15] Fault Diagnosis Based on BP Neural Network Optimized by Beetle Algorithm
    Maohua Xiao
    Wei Zhang
    Kai Wen
    Yue Zhu
    Yilidaer Yiliyasi
    Chinese Journal of Mechanical Engineering, 2021, 34
  • [16] The Railway Turnout Fault Diagnosis Algorithm Based on BP Neural Network
    Zhang, Kai
    2014 IEEE INTERNATIONAL CONFERENCE ON CONTROL SCIENCE AND SYSTEMS ENGINEERING, 2014, : 135 - 138
  • [17] Fault Diagnosis Based on BP Neural Network Optimized by Beetle Algorithm
    Xiao, Maohua
    Zhang, Wei
    Wen, Kai
    Zhu, Yue
    Yiliyasi, Yilidaer
    CHINESE JOURNAL OF MECHANICAL ENGINEERING, 2021, 34 (01)
  • [18] Based on Genetic Algorithm and BP Network to Fault Diagnosis of Fermentation Process
    Chang Fing
    Wang Guicheng
    Wang Yong
    Zhang Zhansheng
    Xu Xinhe
    2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11, 2008, : 578 - +
  • [19] Study of Planetary Gear Fault Diagnosis Based on Energy of LMD and BP Neural Network
    Li, Yong
    Cheng, Gang
    Chen, Xihui
    Liu, Chang
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL, AUTOMATION AND MECHANICAL ENGINEERING (EAME 2017), 2017, 86 : 146 - 150
  • [20] Fault Diagnosis of Compressor Gas Valve Based on BP Neural Network of a Particle Swarm Genetic Algorithm
    Shao J.-Y.
    Xie Z.-L.
    Yang R.
    2018, Univ. of Electronic Science and Technology of China (47): : 781 - 787
12345