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H_∞ State Estimation for Stochastic Jumping Neural Networks with Fading Channels Over a Finite-Time Interval

机译:有限时间间隔上带有衰落信道的随机跳跃神经网络的H_∞状态估计

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摘要

In the work, a class of Markov jump neural networks in the discrete- time domain with fading channels are taken into account. The main aim is to investigate the H8 state estimation issue when theRice fading occurs in measured networks. In the first place, the analyses of the finitetime boundedness and the H8 performance for the estimation error system with the aid of finite- time stability theory are presented. Some conditions which guarantee the solvability of the addressed problem are established. Furthermore, by applying an unique decoupling method, the gains of the presented estimator are obtained under the feasible solutions of the conditions derived before. Finally, the validity of the presented approach is verified by a numerical example.
机译:在工作中,考虑了具有时变信道的离散时域中的一类马尔可夫跳跃神经网络。主要目的是研究在测量网络中出现米衰落时的H8状态估计问题。首先,利用有限时间稳定性理论对估计误差系统的有限时间有界性和H8性能进行了分析。建立了保证所解决问题的可解决性的一些条件。此外,通过应用独特的解耦方法,可以在之前得出的条件的可行解下获得所提估计器的增益。最后,通过数值算例验证了所提出方法的有效性。

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  • 来源
    《Neural processing letters》 |2019年第1期|1-18|共18页
  • 作者单位

    Anhui Univ Technol, Sch Elect & Informat Engn, Maanshan 243002, Peoples R China|Anhui Univ Technol, Sch Met Engn, Maanshan 243002, Peoples R China;

    Anhui Univ Technol, Sch Elect & Informat Engn, Maanshan 243002, Peoples R China|Anhui Univ Technol, Sch Met Engn, Maanshan 243002, Peoples R China;

    North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Beijing 102206, Peoples R China;

    North China Elect Power Univ, Sch Control & Comp Engn, Beijing 102206, Peoples R China;

    Shandong Univ Sci & Technol, Coll Elect Engn & Automat, Qingdao 266590, Shandong, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    H8 state estimation; Finite-time boundedness; Markov jump neural networks; Fading channels;

    机译:H8状态估计;有限时间的界限;马尔可夫跳跃神经网络;衰落渠道;

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