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电子部件故障诊断的Dempster-Shafer信息融合算法 被引量:18

Dempster-Shafer information fusion algorithmof electronic equipment fault diagnosis
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摘要 针对电路故障元件诊断的不确定性问题,给出了光电雷达电子部件故障定位的多传感器Dempster-Shafer(DS)信息融合方法.通过测试电路中的被诊断元件的工作温度和工作电压,得出了DS证据理论中两传感器对各待诊断元件的信度函数分配,再分别利用利用模糊规则和DS联合规则得到融合后的信度函数分配,从而确定故障元件.单传感器诊断与融合诊断的结果比较说明多传感器融合算法具有较高的准确性,而模糊融合算法与DS算法的结果比较则说明DS算法在故障诊断方面更具有优越性. In order to reduce uncertain problem of circuit fault diagnosis,an information fusion method,which is for photovoltaic radar electronic equipment fault diagnosis based on Dempster_Shafer (DS) evidential theory and fuzzy logical theory,is presented.According to the measurement results of the temperature and the voltage of circuit component,the belief function assignment of two sensors to circuit component,and the fusion belief function assignment was obtained by using DS rule and fuzzy method respectively,then fault component was found.By comparing the diagnosis results based on separate original data and fused date respectively,the latter was proved more accurate;By comparing fuzzy fusion method with DS algorithm,the DS fusion algorithm is more accurate in the circuit fault recognition.
出处 《控制理论与应用》 EI CAS CSCD 北大核心 2004年第4期659-663,共5页 Control Theory & Applications
基金 国家自然科学基金项目(59677021) 江南大学基础科学研究基金项目.
关键词 信度函数 模糊信息融合 DS信息融合 故障诊断 belief function fuzzy information fusion DS information fusion fault diagnosis
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  • 1朱大奇,于盛林,陈小平.基于故障树分析及虚拟仪器的电子部件故障诊断研究[J].仪器仪表学报,2002,23(1):16-19. 被引量:23
  • 2DEMPSTER A P.A generalization of Bayesian inference[J].J of the Royal Statistical Society,Series B,1968,30(2):205-245.
  • 3SAFER G A.Mathematical Theory of Evidence[M].Princeton:Princeton University Press,1976.
  • 4SMETS P.The degree of belief in a fuzzy event[J].Information Science,1981,25(1):1-19.
  • 5PAWLAK Z.Rough sets[J].Int J of computer Information Science, 1982,11(5):341-356.
  • 6朱大奇,于盛林.基于D-S证据理论的数据融合算法及其在电路故障诊断中的应用[J].电子学报,2002,30(2):221-223. 被引量:129
  • 7BAMETT J A.Computational methods for a mathematical theory of evidence[C]∥Proc of Inter,Joint Conf on Artificial Intelligence.Vancouver,BC Canada:Int J of Computer,1981,25:1-19.
  • 8GORDON J.SHORTLIFFE E H.A method of managing evidential reasoning in a hierarchical hypothesis space[J].Artificial Intelligence,1985,26(2):323-357.
  • 9SHAFER G,LOGAN R.Implementing Dempster's rule for hierarchical evidence[J].Artificial Intelligence,1987,28(2):271-298.
  • 10VOORBRAAK F.A computational efficient approximation of Dempster-Shafer theory[J].Communications of the Association for Computing Machinery,1989,30(4):525-536.

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