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Fault diagnosis approach based on fuzzy probabilistic SDG model and Bayesian inference

  • Qijiang Song*
  • , Minqiang Xu
  • , Rixin Wang
  • *Corresponding author for this work
  • Harbin Institute of Technology

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

Abstract

The fault diagnosis approach based-on signed directed graph(SDG) has better completeness and explanation facility ,but it has some disadvantages due to lack of the quantitative information, so the semi-quantitative fault diagnosis approach based on model of fuzzy probabilistic SDG and Bayesian inference is proposed, the node variable was expressed as fuzzy variable with the more information, the cause-effect relationship between the nodes was described by conditional probabilities table (CPT), the set of failure source candidates is found out by Bayesian inference and backtracking algorithm, Furthermore, the candidates in the set are ranked according to the rate of fault possibility. The primary electrical power supply system in certain a satellite was modeled with the proposed approach, the diagnosis simulation results show that the diagnostic resolution can be improved significantly; the approach is feasible to be applied to on-board diagnosis for spacecraft.

Original languageEnglish
Title of host publication2009 IEEE Circuits and Systems International Conference on Testing and Diagnosis, ICTD'09
DOIs
StatePublished - 2009
Event2009 IEEE Circuits and Systems International Conference on Testing and Diagnosis, ICTD'09 - Chengdu, China
Duration: 28 Apr 200929 Apr 2009

Publication series

Name2009 IEEE Circuits and Systems International Conference on Testing and Diagnosis, ICTD'09

Conference

Conference2009 IEEE Circuits and Systems International Conference on Testing and Diagnosis, ICTD'09
Country/TerritoryChina
CityChengdu
Period28/04/0929/04/09

Keywords

  • Bayesian inference
  • CPT
  • Fault diagnosis
  • SDG
  • The primary electrical power supply system

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