Dynamic Fault Diagnosis Using the Improved Linear Evidence Updating Strategy

被引:0
作者
尚群立 [1 ]
张镇 [2 ]
徐晓滨 [2 ]
机构
[1] College of Information Engineering, Zhejiang University of Technology
[2] Institute of Systems Science and Control Engineering, Hangzhou Dianzi University
关键词
dynamic fault diagnosis; information fusion; Dempster-Shafer evidence theory(DST); evidence updating;
D O I
暂无
中图分类号
TM307.1 [];
学科分类号
080801 ;
摘要
The majority of the existing fault diagnosis methods using Dempster-Shafer(DS) evidence theory(DST) all provide the "static" fused results by combining several pieces of diagnosis evidence, which only reflect the current running status of monitored equipment. This paper presents the dynamic diagnosis strategy by using recursively the improved linear evidence updating rule. Its updated result can synthesize the diagnosis evidence collected at historical, current and future time steps by dynamically adjusting the proposed smoothing linear combination weights. The diagnosis examples of machine rotor show that the proposed method can provide more reliable and accurate results than the diagnosis methods based on the classical updating strategies.
引用
收藏
页码:427 / 436
页数:10
相关论文
共 6 条
[1]   基于模糊故障特征信息的随机集度量信息融合诊断方法 [J].
徐晓滨 ;
文成林 ;
王迎昌 .
电子与信息学报, 2009, 31 (07) :1635-1640
[2]  
Fault diagnosis in railway track circuits using Dempster–Shafer classifier fusion[J] . Engineering Applications of Artificial Intelligence . 2009 (1)
[3]  
Fault diagnosis of machines based on D–S evidence theory. Part 1: D–S evidence theory and its improvement[J] . Xianfeng Fan,Ming J. Zuo. Pattern Recognition Letters . 2005 (5)
[4]   Combining belief functions based on distance of evidence [J].
Deng, Y ;
Shi, WK ;
Zhu, ZF ;
Liu, Q .
DECISION SUPPORT SYSTEMS, 2004, 38 (03) :489-493
[5]  
Conditioning and updating evidence[J] . E.C. Kulasekere,K. Premaratne,D.A. Dewasurendra,M.-L. Shyu,P.H. Bauer. International Journal of Approximate Reasoning . 2003 (1)
[6]  
Jeffrey's Rule of Conditioning[J] . Glenn Shafer. Philosophy of Science . 1981 (3)