4.1 Article

Stability analysis for neural networks with time-varying interval delay

Journal

IEEE TRANSACTIONS ON NEURAL NETWORKS
Volume 18, Issue 6, Pages 1850-1854

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TNN.2007.903147

Keywords

delay/interval-dependent stability; Neural Networks (NNs); time-varying interval delay

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This letter is concerned with the stability analysis of neural networks (NNs) with time-varying interval delay. The relationship between the time-varying delay and its lower and upper bounds is taken into account when estimating the upper bound of the derivative of Lyapunov functional. As a result, some improved delay/interval-dependent stability criteria for NNs with time-varying interval delay are proposed. Numerical examples are given to demonstrate the effectiveness and the merits of the proposed method.

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