Volume 43 Issue 9
Sep.  2017
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ZHANG Tao, WANG Jinbo, ZHANG Tao, et al. Multi-fault fuzzy diagnosis for complicated system based on grey theory[J]. Journal of Beijing University of Aeronautics and Astronautics, 2017, 43(9): 1832-1840. doi: 10.13700/j.bh.1001-5965.2016.0703(in Chinese)
Citation: ZHANG Tao, WANG Jinbo, ZHANG Tao, et al. Multi-fault fuzzy diagnosis for complicated system based on grey theory[J]. Journal of Beijing University of Aeronautics and Astronautics, 2017, 43(9): 1832-1840. doi: 10.13700/j.bh.1001-5965.2016.0703(in Chinese)

Multi-fault fuzzy diagnosis for complicated system based on grey theory

doi: 10.13700/j.bh.1001-5965.2016.0703
Funds:

National Science and Technology Major Project Y3140731RN

More Information
  • Corresponding author: ZHANG Tao, E-mail:ztao@csu.ac.cn
  • Received Date: 02 Sep 2016
  • Accepted Date: 14 Oct 2016
  • Publish Date: 20 Sep 2017
  • The failure probability is usually hard to collect for complicated systems in aerospace or nuclear power, which makes fault diagnosis based on Bayesian model inapplicable. By surveying this problem in test space, a novel multi-fault fuzzy diagnosis method based on dependency matrix and grey theory was proposed. A fault-testing dependency matrix was described first, and the fault alarm probability matrix with interest priority was developed. By calculating grey correlation degrees between test vectors and fault feature vectors, suspect faults can be located. Experimental results show that the proposed method can support diagnosis parameters' adjustment and report interested faults first, and the diagnosis conclusion has suitable accuracy, which can meet the practical demand.

     

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  • [1]
    HASHTRUDIZAD S, KWONG R H, WONHAM W M.Fault diagnosis in discrete-event systems:Framework and model reduction[J].IEEE Transactions on Automatic Control, 2003, 48(7):1199-1212. doi: 10.1109/TAC.2003.814099
    [2]
    田仲, 石君友.系统测试性设计分析和验证[M].北京:北京航空航天大学出版社, 2003:4-8.

    TIAN Z, SHI Z Y.System testability design analysis and verification[M].Beijing:Beihang University Press, 2003:4-8(in Chinese).
    [3]
    DE PAUL R.A logic modeling as a tool for testability[C]//Proceedings of IEEE International Automatic Testing Conference.Piscataway, NJ:IEEE Press, 1985:203-207.
    [4]
    DEB S, PATTIPATI K R, RAGHAVAN V.Multi-signal flow graphs:A novel approach for system testability analysis and fault diagnosis[J].IEEE Aerospace & Electronic Systems Magazine, 1995, 10(5):14-25.
    [5]
    RAO N S V.On parallel algorithms for single-fault diagnosis in fault propagate on graph systems[J].IEEE Transactions on Parallel and Distributed Systems, 1996, 7(12):1217-1223. doi: 10.1109/71.553268
    [6]
    KOKAWA M, MIYAZAKI S, SHINGAI S.Fault location using digraph and inverse direction search with application[J].Automatic, 1983, 19(6):729-735. doi: 10.1016/0005-1098(83)90039-0
    [7]
    尹园威, 尚朝轩, 马彦恒, 等.层次测试性模型的评估方法[J].北京航空航天大学学报, 2015, 41(1):90-95. http://bhxb.buaa.edu.cn/CN/abstract/abstract13130.shtml

    YIN Y W, SHANG C X, MA Y H, et al.Method of testability evaluation using hierarchical testability model[J].Journal of Beijing University of Aeronautics and Astronautics, 2015, 41(1):90-95(in Chinese). http://bhxb.buaa.edu.cn/CN/abstract/abstract13130.shtml
    [8]
    连可, 黄建国, 龙兵.一种基于有向图模型的模糊多故障诊断算法[J].系统工程与电子技术, 2008, 30(3):568-571. http://www.cnki.com.cn/Article/CJFDTOTAL-XTYD200803047.htm

    LIAN K, HUANG J G, LONG B.Fuzzy multiple fault diagnosis algorithm based on digraph models[J].Systems Engineering and Electronics, 2008, 30(3):568-571(in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-XTYD200803047.htm
    [9]
    杨鹏, 邱静, 刘冠军.基于扩展的关联模型的测试性分析技术研究[J].系统工程与电子技术, 2008, 30(2):371-374. http://www.cnki.com.cn/Article/CJFDTOTAL-XTYD200802045.htm

    YANG P, QIU J, LIU G J.Research on extended dependency model-based testability analysis[J].Systems Engineering and Electronics, 2008, 30(2):371-374(in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-XTYD200802045.htm
    [10]
    梁爽, 于劲松, 唐荻音, 等.基于多信号流图与分支定界算法的故障诊断[J].北京航空航天大学学报, 2016, 42(1):180-186. http://bhxb.buaa.edu.cn/CN/abstract/abstract13689.shtml

    LIANG S, YU J S, TANG D Y, et al.Research on fault diagnosis based on multi-signal flow graph and branch and bound algorithm[J].Journal of Beijing University of Aeronautics and Astronautics, 2016, 42(1):180-186(in Chinese). http://bhxb.buaa.edu.cn/CN/abstract/abstract13689.shtml
    [11]
    方甲永, 肖明清, 王学奇, 等.测试不可靠条件下多故障诊断方法[J].北京航空航天大学学报, 2011, 37(4):433-438. http://bhxb.buaa.edu.cn/CN/abstract/abstract11938.shtml

    FANG J Y, XIAO M Q, WANG X Q, et al.Multiple fault diagnosis method with unreliable test[J].Journal of Beijing University of Aeronautics and Astronautics, 2011, 37(4):433-438(in Chinese). http://bhxb.buaa.edu.cn/CN/abstract/abstract11938.shtml
    [12]
    沈琳, 于劲松, 唐荻音, 等.图模型与学习算法结合的贝叶斯网络自动建模[J].北京航空航天大学学报, 2016, 42(7):1486-1493. http://bhxb.buaa.edu.cn/CN/abstract/abstract13478.shtml

    SHEN L, YU J S, TANG D Y, et al.Automatic learning of Bayesian network structure using graph model and learning algorithm[J].Journal of Beijing University of Aeronautics and Astronautics, 2016, 42(7):1486-1493(in Chinese). http://bhxb.buaa.edu.cn/CN/abstract/abstract13478.shtml
    [13]
    SHAKERI M, RAGHAVAN V, PATTIPATI K R, et al.Sequential testing algorithms for multiple fault diagnosis[J].IEEE Transactions on Systems, Man and Cybernetics, 2000, 30(1):1-14. http://www.academia.edu/25189253/Sequential_testing_algorithms_for_multiple_fault_diagnosis
    [14]
    U.S.Department of Defense.Basic dependency modeling terminology[EB/OL].Washington, D.C.:Office of the Secretary of Defense, DoD, 2008(2008-06-16)[2016-09-02].http://www.testability.com/Reference/Glossaries.aspx?Glossary=DependencyModeling.
    [15]
    CHESSA S, SANTI P.Operative diagnosis of graph-based systems in multiple faults[J].IEEE Transactions on Systems, Man and Cybernetics, 2001, 31(2):112-119. doi: 10.1109/3468.911368
    [16]
    DENG J L.Introduction to grey system theory[J].Journal of Grey System, 1989, 1(1):1-24.
    [17]
    刘思峰, 杨英杰, 吴利丰, 等.灰色系统理论及其应用[M].北京:科学出版社, 2014:63-75.

    LIU S F, YANG Y J, WU L F, et al.The grey system theory and its application[M].Beijing:Science Press, 2014:63-75(in Chinese).
    [18]
    WOHL J G.Information automation and the Apollo program:A retrospective[J].IEEE Transactions on Systems, Man and Cybernetics, 1982, 12(4):469-478. doi: 10.1109/TSMC.1982.4308851
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