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Study of fault diagnosis method based on fuzzy Bayesian network and application in CTCS-3 train control system

  • Beijing National Railway Research and Design Institute of Signal and Communication Co. Ltd.
  • Beijing Jiaotong University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The fault diagnosis approach based-on Bayesian network is frequently used in fault diagnosis field, has better completeness and explanation facility, but it has some disadvantages due to lack of the quantitative data information, and it is difficult to applied in complicated system, China train control system lever-3 (CTCS-3) is a complicated system with high security requirement, so a Bayesian fuzzy inference nets real-time internal fault diagnostic system for CTCS-3 train control system is proposed. The membership functions and symptom-fault mapping relationship for CTCS-3 fault diagnosis system are obtained from pre-measured experimental data as well as experts' diagnostic experience/knowledge to distinguish the effect of true fault from various factors. The cores dangerous of train control system are supervision and protect against exceedance of safe speed distance and driver exceeds safe speed distance, according the two safety links, first of all, set up fault tree; and then convert to Bayesian network, finally the fuzzy Bayesian network diagnosis arithmetic of fault diagnosis system with accuracy is designed and presented. The validity and effectiveness of the proposed approach is witnessed clearly from the testing results obtained. In the last part of the paper, the fault diagnosis system of CTCS-3 is established by using the fuzzy inference algorithm.

Original languageEnglish
Title of host publicationIEEE ICIRT 2013 - Proceedings
Subtitle of host publicationIEEE International Conference on Intelligent Rail Transportation
PublisherIEEE Computer Society
Pages249-254
Number of pages6
ISBN (Print)9781467352772
DOIs
StatePublished - 2013
Externally publishedYes
Event2013 IEEE International Conference on Intelligent Rail Transportation, IEEE ICIRT 2013 - Beijing, China
Duration: 30 Aug 20131 Sep 2013

Publication series

NameIEEE ICIRT 2013 - Proceedings: IEEE International Conference on Intelligent Rail Transportation

Conference

Conference2013 IEEE International Conference on Intelligent Rail Transportation, IEEE ICIRT 2013
Country/TerritoryChina
CityBeijing
Period30/08/131/09/13

Keywords

  • Bayesian network
  • CTCS-3 fault diagnosis system
  • fault tree
  • fuzzy inference
  • membership function

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