Journal
JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS
Volume 154, Issue 2, Pages 573-587Publisher
SPRINGER/PLENUM PUBLISHERS
DOI: 10.1007/s10957-012-0008-7
Keywords
H-infinity filtering; Switched systems; Exponential stability; Hopfield neural networks; Linear matrix inequality (LMI); Lyapunov-Krasovskii stability theory
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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.
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