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OALib Journal期刊
ISSN: 2333-9721
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Particle Filtering Algorithm for Fault Diagnosis of Multiple Model Hybrid Systems with Incomplete Models
不完备多模型混合系统故障诊断的粒子滤波算法

Keywords: Hybrid system,fault diagnosis,incomplete model,particle filtering,unknown fault
混合系统
,故障诊断,不完备模型,粒子滤波,未知故障

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Abstract:

A particle filtering algorithm is presented for fault diagnosis of hybrid dynamic systems with incomplete models.Un-modeled dynamics of complex systems is denoted as"unknown-fault".Firstly,the divergence of general particle filter(GPF)for imperfect systems is discussed.Secondly,two kinds of statistics are put forward,i.e.,normalization factor of particles(W),and belief of maximal a-posteriori probability estimation state(B).Thirdly,threshold logic is presented to detect unknown-faults,and its correctness is proved under some reasonable assumptions.The efficiency of the method is testified by the simulated results.

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