Linear Matrix Inequality Optimization Approach to Exponential Robust Filtering for Switched Hopfield Neural Networks

被引:24
作者
Ahn, Choon Ki [1 ]
机构
[1] Seoul Natl Univ Sci & Technol, Fac Dept Automot Engn, Seoul 139743, South Korea
关键词
H-infinity filtering; Switched systems; Exponential stability; Hopfield neural networks; Linear matrix inequality (LMI); Lyapunov-Krasovskii stability theory; DELAY-DEPENDENT CRITERIA; TIME-VARYING DELAY; STATE ESTIMATION; STABILITY ANALYSIS; H-INFINITY;
D O I
10.1007/s10957-012-0008-7
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper is concerned with the delay-dependent exponential robust filtering problem for switched Hopfield neural networks with time-delay. A new delay-dependent switched exponential robust filter is proposed that results in an exponentially stable filtering error system with a guaranteed robust performance. The design of the switched exponential robust filter for these types of neural networks can be achieved by solving a linear matrix inequality (LMI), which can be easily facilitated using standard numerical packages. An illustrative example is given to demonstrate the effectiveness of the proposed filter.
引用
收藏
页码:573 / 587
页数:15
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