Fault Diagnosis Based on Fault Tree and Bayesian Network for Pure Electric Trucks

被引:0
|
作者
Yin, Xinxin [1 ]
Jiang, Chengwen [1 ]
Li, Bo [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Aeronaut & Astronaut, Chengdu, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
fault diagnosis; fault tree; Bayesian network; SYSTEM;
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 problem of insufficient experience in maintenance of pure electric trucks, this paper presents a fault diagnosis method based on the Bayesian network which has been improved by subjective Bayesian method. Firstly, the causal relationship between failure and symptom was considered to the establishment of Bayesian network. Then the probability of the corresponding fault symptom was determined by the probability scale, and the confidence coefficient of the corresponding fault was obtained by Bayesian network inference. Finally, this paper presents a diagnostic decision-making method, which can be used for data mining through diagnostic records and be the auxiliary decision of the diagnosis result and can be used to assist in decision making.
引用
收藏
页码:994 / 998
页数:5
相关论文
共 50 条
  • [1] Fault Tree and Bayesian Network Based Scraper Conveyer Fault Diagnosis
    Xue, Si-sheng
    Li, Xin-chun
    Xu, Xiang-yu
    [J]. PROCEEDINGS OF THE 22ND INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT: CORE THEORY AND APPLICATIONS OF INDUSTRIAL ENGINEERING (VOL 1), 2016, : 783 - 795
  • [2] Fault diagnosis system of bridge crane equipment based on fault tree and Bayesian network
    Yu Zheng
    Fei Zhao
    Zheng Wang
    [J]. The International Journal of Advanced Manufacturing Technology, 2019, 105 : 3605 - 3618
  • [3] Fault diagnosis system of bridge crane equipment based on fault tree and Bayesian network
    Zheng, Yu
    Zhao, Fei
    Wang, Zheng
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2019, 105 (09): : 3605 - 3618
  • [4] Fault Diagnosis of Train Network Control Management System Based on Dynamic Fault Tree and Bayesian Network
    Wang, Chong
    Wang, Lide
    Chen, Huang
    Yang, Yueyi
    Li, Ye
    [J]. IEEE ACCESS, 2021, 9 : 2618 - 2632
  • [5] Probabilistic Fault Diagnosis of Safety Instrumented Systems based on Fault Tree Analysis and Bayesian Network
    Chiremsel Z.
    Nait Said R.
    Chiremsel R.
    [J]. Journal of Failure Analysis and Prevention, 2016, 16 (5) : 747 - 760
  • [6] A New Fault Diagnosis Method Based on Fault Tree and Bayesian Networks
    Duan, Rong-xing
    Zhou, Hui-lin
    [J]. 2012 INTERNATIONAL CONFERENCE ON FUTURE ELECTRICAL POWER AND ENERGY SYSTEM, PT B, 2012, 17 : 1376 - 1382
  • [7] DEVELOPMENT AND APPLICATION OF A DECISION MAKING TOOL FOR FAULT DIAGNOSIS OF TURBOCOMPRESSOR BASED ON BAYESIAN NETWORK AND FAULT TREE
    Lakehal, Abdelaziz
    Nahal, Mourad
    Harouz, Riad
    [J]. MANAGEMENT AND PRODUCTION ENGINEERING REVIEW, 2019, 10 (02) : 16 - 24
  • [8] Fuzzy Bayesian Network Fault Diagnosis Method Based on Fault Tree for Coal Mine Drainage System
    Shi, Xiaojuan
    Gu, Huabei
    Yao, Bing
    [J]. IEEE SENSORS JOURNAL, 2024, 24 (06) : 7537 - 7547
  • [9] A dynamic Bayesian network based methodology for fault diagnosis of subsea Christmas tree
    Liu, Peng
    Liu, Yonghong
    Cai, Baoping
    Wu, Xinlei
    Wang, Ke
    Wei, Xiaoxuan
    Xin, Chao
    [J]. APPLIED OCEAN RESEARCH, 2020, 94
  • [10] Motor Fault Diagnosis Based on Decision Tree-Bayesian Network Model
    Gong, Yi-shan
    Li, Yang
    [J]. ADVANCES IN ELECTRONIC COMMERCE, WEB APPLICATION AND COMMUNICATION, VOL 1, 2012, 148 : 165 - 170