A fault diagnostic system based on Petri nets and gray relational analysis for train-ground wireless communication systems

被引:7
|
作者
Zeng, Yining [1 ]
Duan, Rongxing [1 ]
Feng, Tao [1 ]
Huang, Shujuan [1 ]
He, Jiejun [1 ]
机构
[1] Nanchang Univ, Sch Informat Engn, Xuefu Rd 999, Nanchang 330000, Jiangxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Fault diagnosis; generalized stochastic Petri net; epistemic uncertainty; common cause failure; gray relational analysis; COMMON-CAUSE FAILURE; RELIABILITY-ANALYSIS; PROBABILITIES;
D O I
10.1177/1748006X211006993
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The system structure of train-ground wireless communication systems (TWCSs) is extremely complicated due to the use of fault tolerant technology to improve their performance. This complex structure raises several challenges in fault diagnosis for TWCSs, such as epistemic uncertainty, dynamic fault behaviors, and common cause failure (CCF). A fault diagnostic system is proposed to deal with these challenges based on Petri nets and gray relational analysis in this paper. Specifically, the fuzzy analytic hierarchy process is used to evaluate the failure data of components to handle epistemic uncertainty. Furthermore, the dynamic fault tree of TWCSs is established and converted into a generalized stochastic Petri net to calculate several reliability parameters used for fault diagnosis. Besides, a beta factor model is employed to resolve the problem of CCF in TWCSs. In addition, Birnbaum importance measure (BIM), risk achievement worth (RAW) and test cost are considered comprehensively to obtain the optimal diagnostic sequence using an improved gray relational analysis. Finally, a numerical example is presented to demonstrate the efficiency of the proposed fault diagnostic system.
引用
收藏
页码:1102 / 1117
页数:16
相关论文
共 31 条
  • [1] Fault Diagnosis of Train-Ground Wireless Communication Unit Based On Fuzzy Neural Network
    Liu Xun
    Dong Decun
    Luo Yanfen
    [J]. ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 343 - 347
  • [2] Handoff Performance Improvements in an Integrated Train-Ground Communication System Based on Wireless Network Virtualization
    Zhu, Li
    Yu, Fei Richard
    Tang, Tao
    Ning, Bin
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2017, 18 (05) : 1165 - 1178
  • [3] Availability Improvement for WLAN-based Train-Ground Communication Systems in Communication-based Train Control (CBTC)
    Zhu, Li
    Yu, F. Richard
    Ning, Bing
    [J]. 2010 IEEE 72ND VEHICULAR TECHNOLOGY CONFERENCE FALL, 2010,
  • [4] Application Research of RBF Neural Network Based on Improved Bat Algorithm in Fault Diagnosis of Train-Ground Wireless Communication Equipment
    Cui, Yaolin
    Li, Cheng
    Zheng, Yunshui
    [J]. 2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 3440 - 3445
  • [5] Performance Analysis of a Train-to-Train Communication System using Colored Petri nets
    Song, Haifeng
    [J]. 2018 INTERNATIONAL CONFERENCE ON INTELLIGENT RAIL TRANSPORTATION (ICIRT), 2018,
  • [6] The QoS analysis of train-ground communication system based on TD-LTE in urban rail transit
    Wang, Xiaoxuan
    Jiang, Hailin
    Tang, Tao
    Zhao, Hongli
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT RAIL TRANSPORTATION (ICIRT), 2016, : 55 - 60
  • [7] Research and Design Embedded Security Computer Based on TMR for Train-Ground Communication System
    Zeng, Xiaoqing
    Zhu, Jing
    Xiong, Tiansheng
    Shen, Tuo
    Wei, Lexiang
    [J]. SUSTAINABLE ENVIRONMENT AND TRANSPORTATION, PTS 1-4, 2012, 178-181 : 2673 - +
  • [8] The modeling and analysis of data communication system (DCS) in communication based train control (CBTC) with colored petri nets
    Xu, Tianhua
    Tang, Tao
    [J]. EIGHTH INTERNATIONAL SYMPOSIUM ON AUTONOMOUS DECENTRALIZED SYSTEMS, PROCEEDINGS, 2007, : 83 - +
  • [9] An Integrated Train-Ground Communication System Using Wireless Network Virtualization: Security and Quality of Service Provisioning
    Zhu, Li
    Yu, F. Richard
    Tang, Tao
    Ning, Bin
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2016, 65 (12) : 9607 - 9616
  • [10] Researching colored Petri nets model of communication based train control system
    Wu, Dong-Yong
    Zhang, Yong
    [J]. Xitong Fangzhen Xuebao / Journal of System Simulation, 2005, 17 (10): : 2388 - 2391