Distributed recursive filtering for discrete time-delayed stochastic nonlinear systems based on fuzzy rules

被引:13
作者
Sun, Ying [1 ]
Mao, Jingyang [1 ]
Liu, Hongjian [2 ]
Ding, Derui [1 ]
机构
[1] Univ Shanghai Sci & Technol, Dept Control Sci & Engn, Shanghai 200093, Peoples R China
[2] Anhui Polytech Univ, Sch Math & Phys, Wuhu 241000, Peoples R China
基金
中国国家自然科学基金; 上海市自然科学基金;
关键词
Stochastic nonlinear systems; Sensor networks; Distributed recursive filtering; Takagi-Sugeno fuzzy model; Time-delays; CONSENSUS FILTER; SENSOR NETWORKS; STABILITY; STATE;
D O I
10.1016/j.neucom.2019.04.083
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The distributed recursive filtering problem is investigated in this paper for discrete time-delayed nonlinear stochastic systems, where the well-known Takagi-Sugeno (T-S) fuzzy model is used to approximate the nonlinearities. According to obtain the system dynamics, a novel structure of distributed filters is developed, where the difference of estimated states from neighboring sensors is exploited to improve the one-step prediction, and the desired estimation is obtained by fusing the estimation under different rules. Attention is focused on the design of a distributed recursive filter such that, in the presence of time-delays and defuzzifying operations, an upper bound of the filtering error covariance is obtained and then minimized by properly designing filter parameters via elaborate mathematical analysis. With the exception of the desired gains with the online recursive form are dependent on the solutions of two Riccati-type difference equations, and the upper bound is further optimized via the introduced parameters. As a final point, a simulation examples is exploited to show the applicability of the developed filtering scheme. (C) 2019 Elsevier B.V. All rights reserved.
引用
收藏
页码:412 / 419
页数:8
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  • [1] Consensus CPHD Filter for Distributed Multitarget Tracking
    Battistelli, Giorgio
    Chisci, Luigi
    Fantacci, Claudio
    Farina, Alfonso
    Graziano, Antonio
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2013, 7 (03) : 508 - 520
  • [2] Distributed Resilient Filtering for Power Systems Subject to Denial-of-Service Attacks
    Chen, Wei
    Ding, Derui
    Dong, Hongli
    Wei, Guoliang
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 49 (08): : 1688 - 1697
  • [3] H∞ Containment Control of Multiagent Systems Under Event-Triggered Communication Scheduling: The Finite-Horizon Case
    Chen, Wei
    Ding, Derui
    Ge, Xiaohua
    Han, Qing-Long
    Wei, Guoliang
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2020, 50 (04) : 1372 - 1382
  • [4] A Survey on Model-Based Distributed Control and Filtering for Industrial Cyber-Physical Systems
    Ding, Derui
    Han, Qing-Long
    Wang, Zidong
    Ge, Xiaohua
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2019, 15 (05) : 2483 - 2499
  • [5] Neural-Network-Based Output-Feedback Control Under Round-Robin Scheduling Protocols
    Ding, Derui
    Wang, Zidong
    Han, Qing-Long
    Wei, Guoliang
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2019, 49 (06) : 2372 - 2384
  • [6] A survey on security control and attack detection for industrial cyber-physical systems
    Ding, Derui
    Han, Qing-Long
    Xiang, Yang
    Ge, Xiaohua
    Zhang, Xian-Ming
    [J]. NEUROCOMPUTING, 2018, 275 : 1674 - 1683
  • [7] Security Control for Discrete-Time Stochastic Nonlinear Systems Subject to Deception Attacks
    Ding, Derui
    Wang, Zidong
    Han, Qing-Long
    Wei, Guoliang
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2018, 48 (05): : 779 - 789
  • [8] Distributed recursive filtering for stochastic systems under uniform quantizations and deception attacks through sensor networks
    Ding, Derui
    Wang, Zidong
    Ho, Daniel W. C.
    Wei, Guoliang
    [J]. AUTOMATICA, 2017, 78 : 231 - 240
  • [9] Distributed H∞ estimation with stochastic parameters and nonlinearities through sensor networks: The finite-horizon case
    Ding, Derui
    Wang, Zidong
    Dong, Hongli
    Shu, Huisheng
    [J]. AUTOMATICA, 2012, 48 (08) : 1575 - 1585
  • [10] Robust Kalman Filter Based on a Generalized Maximum-Likelihood-Type Estimator
    Gandhi, Mital A.
    Mili, Lamine
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (05) : 2509 - 2520