Application of Improved BP Neural Network Based on Genetic Algorithm in Fault Diagnosis of Equipment

被引：0
|
作者：
Ren, Xin [1 ,2 ]
机构：
[1] Natl Def Univ, Grad Sch, Beijing 100091, Peoples R China
[2] Naval Med Res Inst, Med Protect Lab, Shanghai 200433, Peoples R China
来源：
PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN MECHANICAL ENGINEERING AND INDUSTRIAL INFORMATICS (AMEII 2016) | 2016年 / 73卷
关键词：
equipment; fault diagnosis; BP neural network; genetic algorithm;
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：
Aiming at the problems of traditional BP neural network in fault diagnosis of equipment, the genetic algorithm is introduced to optimize the network, and the fault diagnosis model of equipment is established. The modeling ideas and considerations are introduced in detail, and the simulation calculation is carried out. The results show that the improved network has a good approximation performance, the training speed and accuracy are greatly improved, and it can be better to carry out fault diagnosis of equipment.
引用
收藏
页码：1076 / 1080
页数：5
相关论文
共 50 条
  • [1] Research on bearing fault diagnosis based on improved genetic algorithm and BP neural network
    Chen, Zenghua
    Zhu, Lingjian
    Lu, He
    Chen, Shichao
    Zhu, Fenghua
    Liu, Sheng
    Han, Yunjun
    Xiong, Gang
    [J]. SCIENTIFIC REPORTS, 2024, 14 (01):
  • [2] Application and research of the train fault diagnosis based on improved BP neural network algorithm
    Qu, Yingwei
    Yan, Yinnan
    Zheng, Guanghai
    [J]. 2012 INTERNATIONAL CONFERENCE ON CONTROL ENGINEERING AND COMMUNICATION TECHNOLOGY (ICCECT 2012), 2012, : 43 - 47
  • [3] A Fault Diagnosis Intelligent Algorithm Based on Improved BP Neural Network
    Liu, Pingfeng
    Zhang, Wang
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2019, 33 (09)
  • [4] Transformer Fault Diagnosis Based on Improved Quantum Genetic Algorithm and BP Network
    Wei, Jie
    Yu, Hong
    Li, Jin
    [J]. APPLIED MECHANICS AND MECHANICAL ENGINEERING, PTS 1-3, 2010, 29-32 : 1543 - 1549
  • [5] Research of Motor Fault Diagnosis Based on the Improved Genetic Algorithm and BP Network
    Huang, Qin
    Yan, Haisong
    Li, Nan
    [J]. 2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 3131 - 3135
  • [6] The fault diagnosis of Tower Crane based on Genetic Algorithm and BP Neural Network
    Yuan, Sicong
    Shang, Jingqiang
    Wang, Xiaoyu
    Li, Chao
    [J]. ADVANCES IN CIVIL ENGINEERING AND ARCHITECTURE INNOVATION, PTS 1-6, 2012, 368-373 : 3163 - 3166
  • [7] The application of improved BP neural network in the engine fault diagnosis
    Lu Di
    Wang Jie
    [J]. PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3352 - 3355
  • [8] Transformer Fault Diagnosis Based on an Improved Sine Cosine Algorithm and BP Neural Network
    Cheng, Jiatang
    Feng, Zhichao
    Xiong, Yan
    [J]. RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2022, 15 (06) : 502 - 510
  • [9] The Application of BP Neural Network Algorithm In Optical Fiber Fault Diagnosis
    Shan Yan
    Liu Yijuan
    Guan Fangjing
    [J]. 14TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS FOR BUSINESS, ENGINEERING AND SCIENCE (DCABES 2015), 2015, : 509 - 512
  • [10] A New Evolutionary Neural Network Algorithm Based on Improved Genetic Algorithm and its Application in Power Transformer Fault Diagnosis
    Yan, Taishan
    Cui, Duwu
    Tao, Yongqing
    [J]. 2007 SECOND INTERNATIONAL CONFERENCE ON BIO-INSPIRED COMPUTING: THEORIES AND APPLICATIONS, 2007, : 1 - 5
12345