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Fuzzy model-based robust H_∞ filtering for a class of nonlinear nonhomogeneous Markov jump systems

机译:一类非线性非齐次Markov跳跃系统的基于模糊模型的鲁棒H_∞滤波

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摘要

This paper studies the problem of robust fuzzy H_∞ filtering for a class of uncertain nonlinear discrete-time Markov jump systems with nonhomogeneous jump transition probabilities. The Takagi and Sugeno fuzzy model is employed to represent such nonlinear nonhomogeneous Markov jump system with norm-bounded parameter uncertainties. By Lyapunov function approach, under the designed mode-dependent and variation-dependent fuzzy filter which includes the membership functions, a sufficient condition is presented to ensure that the filtering error dynamic system is stochastically stable and has a prescribed H_∞ performance index. An example is given to demonstrate the effectiveness and advantages of the proposed techniques.
机译:研究了一类具有非齐次跳跃转移概率的不确定非线性离散时间马尔可夫跳跃系统的鲁棒模糊H_∞滤波问题。使用Takagi和Sugeno模糊模型来表示具有范数有界参数不确定性的非线性非齐次Markov跳跃系统。利用李雅普诺夫函数法,在设计的包括隶属度函数的依赖于模式和依赖于变化的模糊滤波器下,给出了充分条件,以确保滤波误差动态系统是随机稳定的,并具有规定的H_∞性能指标。举例说明了所提出技术的有效性和优势。

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  • 来源
    《Signal processing》 |2013年第9期|2381-2391|共11页
  • 作者单位

    Key Laboratory of Advanced Process Control for Light Industry (Ministry of Education), Institute of Automation, Jiangnan University,Wuxi 214122, China,Department of Mathematics and Statistics, Curtin University, Perth, Western Australia 6102, Australia;

    College of Engineering and Science, Victoria University, Melbourne, Vic 8001, Australia,School of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA 5005, Australia;

    Key Laboratory of Advanced Process Control for Light Industry (Ministry of Education), Institute of Automation, Jiangnan University,Wuxi 214122, China;

    Department of Mathematics and Statistics, Curtin University, Perth, Western Australia 6102, Australia;

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

    Uncertain nonlinear system; Fuzzy H_∞ filtering; Nonhomogeneous Markov jump systems; Stochastically stable;

    机译:不确定的非线性系统;模糊H_∞滤波;非齐次马尔可夫跳跃系统;随机稳定;

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