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
  • [31] On-line Monitoring and Fault Diagnosis of PV Array Based on BP Neural Network Optimized by Genetic Algorithm
    Lin, Hanwei
    Chen, Zhicong
    Wu, Lijun
    Lin, Peijie
    Cheng, Shuying
    MULTI-DISCIPLINARY TRENDS IN ARTIFICIAL INTELLIGENCE, MIWAI 2015, 2015, 9426 : 102 - 112
  • [32] Radar Fault Diagnosis based on Adaptive Genetic Algorithm and Neural Network
    Pan Wei
    Xu Jiahe
    Liu Sili
    2011 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, 2011, : 3084 - 3088
  • [33] Fault Diagnosis Based on Genetic Algorithm for Optimization of EBF Neural Network
    Wang, Yahui
    Huo, Yifeng
    PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 3205 - 3207
  • [34] An Image Restoration Method Based on Genetic Algorithm BP Neural Network
    Xiao, Qian
    Shi, Weiren
    Xian, Xiaodong
    Yan, Xinxiang
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 7653 - 7656
  • [35] Research on fault diagnosis method for transformer based on fuzzy genetic algorithm and artificial neural network
    Peng, Zhenghong
    Song, Bin
    KYBERNETES, 2010, 39 (08) : 1235 - 1244
  • [36] Bearing Fault Diagnosis Based on BP Neural Network
    Huo, Lin
    Zhang, Xinyue
    Li, Handong
    2018 INTERNATIONAL CONFERENCE ON AIR POLLUTION AND ENVIRONMENTAL ENGINEERING (APEE 2018), 2018, 208
  • [37] Transformer fault diagnosis method based on QIA optimization BP neural network
    Luo, Yan
    Hou, Yuanbin
    Liu, Gaiye
    Tang, Changying
    PROCEEDINGS OF 2017 IEEE 2ND INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2017, : 1623 - 1626
  • [38] Study of Nuclear Detector Fault Diagnosis Method Based on BP Neural Network
    Xie Y.
    Yan Y.
    Li X.
    Ding T.
    Ma C.
    Yuanzineng Kexue Jishu/Atomic Energy Science and Technology, 2021, 55 (10): : 1857 - 1864
  • [39] Genetic Algorithm to Optimize the Design of High Temperature Protective Clothing Based on BP Neural Network
    Xu, Feng
    Mo, Ling-Yu
    Chen, Hong
    Zhu, Jia-Ming
    FRONTIERS IN PHYSICS, 2021, 9
  • [40] Application of neural network algorithm in fault diagnosis of mechanical intelligence
    Xu, Xianzhen
    Cao, Dan
    Zhou, Yu
    Gao, Jun
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2020, 141
12345