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.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Distributed fault estimation observer design for a class of interconnected nonlinear systems
    Xia J.-P.
    Jiang B.
    Zhang K.
    Kongzhi yu Juece/Control and Decision, 2019, 34 (04): : 727 - 734
  • [32] A Distributed Fault Diagnosis and Cooperative Fault-Tolerant Control Design Framework for Distributed Interconnected Systems
    Li, Xue
    Fan, Zhikang
    Wang, Shengfeng
    Qiu, Aibing
    Mao, Jingfeng
    SENSORS, 2022, 22 (07)
  • [33] Strong tracking particle filter based fault diagnosis for nonlinear systems
    Liu Shirong
    He Wenbo
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 5, 2007, : 539 - +
  • [34] Decentralized Observer-Based Control of nonlinear interconnected systems with nonlinear dynamics
    Frej, Ghazi Bel Haj
    Thabet, Assem
    Boutayeb, Mohamed
    Aoun, Mohamed
    2016 13TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2016, : 358 - 363
  • [35] Decentralized adaptive fault tolerant control for a class of interconnected systems with nonlinear multisource disturbances
    Wang, Zheng
    Zhang, Bo
    Yuan, Jianping
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2018, 355 (11): : 4493 - 4514
  • [36] Decentralized Adaptive Output Feedback Fault Detection and Control for Uncertain Nonlinear Interconnected Systems
    Zhang, Liuliu
    Hua, Changchun
    Cheng, Guangyu
    Li, Kuo
    Guan, Xinping
    IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (03) : 935 - 945
  • [37] A Decentralized Fault Detection and Prediction Scheme for Nonlinear Interconnected Continuous-time Systems
    Ferdowsi, Hasan
    Raja, Deepthi L.
    Jagannathan, S.
    2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
  • [38] Decentralized Fault Accommodation of a Class of Interconnected Nonlinear Systems using an Adaptive Approximation Approach
    Panagi, Panagiotis
    Polycarpou, Marios M.
    MED: 2009 17TH MEDITERRANEAN CONFERENCE ON CONTROL & AUTOMATION, VOLS 1-3, 2009, : 546 - 551
  • [39] Decentralized robust control for interconnected nonlinear systems
    Myung-Chul Han
    Keum Shik Hong
    Joòngsun Yoon
    Suk Lee
    KSME International Journal, 1997, 11 (1) : 1 - 9
  • [40] A Decentralized Approach Based on Unknown Input Observers for Actuator Fault Detection and Isolation of a Class of Interconnected Nonlinear Systems
    Abbasi, Amir
    Poshtan, Javad
    Moarefianpour, Ali
    STUDIES IN INFORMATICS AND CONTROL, 2016, 25 (04): : 453 - 460