离散马尔可夫跳变线性系统的H∞滤波

Weiwei Che, W. Guan
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引用次数: 1

摘要

研究了转移概率部分未知的离散马尔可夫跳变系统的H∞滤波问题。假设要设计的过滤器是模式相关的。首先,利用Finsler引理,引入两组具有特殊结构的松弛变量,提供了一种改进的具有额外自由度的模相关H∞滤波器设计方法。在此基础上,充分利用了已知部分和未知部分之间的关系,提出了一种新的简单、保守性较小的设计方法。所得到的设计保证了误差系统的随机稳定,并具有规定的H∞性能。数值算例说明了该滤波方法的优越性和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
H∞ filteing for discrete-time Markov jump linear systems
This paper investigates the problem of H∞ filtering for discrete-time Markov jump systems with partly unknown transition probabilities (TPs). The filter to be designed is assumed to be mode-dependent. Firstly, with the help of the Finsler's Lemma, two sets of slack variables with special structure are introduced to provide an improved mode-dependent H∞ filters design method with extra degrees of freedom. Then, with making use of the relationship of the known part of the TPs and the unknown part of the TPs sufficiently, a new simple design method is presented with less conservativeness. The resulting designs guarantee that the error system is stochastically stable with prescribed H∞ performance. A numerical example is given to illustrate the superiority and the effectiveness of the proposed filtering method.
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