Decentralized Particle Filtering Based Fault Diagnosis for Nonlinear Distributed and Interconnected Systems

被引:0
|
作者
Nokhodberiz, Nargess Sadeghzadeh [1 ]
Poshtan, Javad [1 ]
机构
[1] Iran Univ Sci & Technol, Dept Elect Engn, Tehran, Iran
来源
2013 21ST IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE) | 2013年
关键词
Decentralized Fault Diagnosis; Particle Filtering; Hybrid Systems; Maximum A Posterior Estimator; STATE ESTIMATION; IDENTIFICATION; DESIGN;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The problem of decentralized fault diagnosis for nonlinear, non-Gaussian systems composed of spatially distributed and physically interconnected subsystems, is considered. Normal and faulty behaviours are modelled as two hypotheses with two different models. Accordingly, the general system is modeled as a hybrid system with two faulty and healhty modes. Then, it is decomposed into hybrid interconnected subsystems. Particle filtering approach is employed for nonlinear state estimation as well as non-Gaussian probability distribution estimation. Faulty or health modes are estimated using Maximum A Poserior Estimators (MAP). The effectiveness of the proposed distributed algorithm is demonstrated through applying to a quadruple tank process.
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页数:6
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