A delay-dependent approach to passivity analysis for uncertain neural networks with time-varying delay

作者：Lu Chien Yu^*; Tsai Hsun Heng; Su Te Jen; Tsai Jason Sheng Hong; Liao Chin Wen

来源：Neural Processing Letters, 2008, 27(3): 237-246.

DOI：10.1007/s11063-008-9072-2

• passivity analysis
• linear matrix inequality
• neural networks
• delay dependence

This paper deals with the problem of passivity analysis for neural networks with time-varying delay, which is subject to norm-bounded time-varying parameter uncertainties. The activation functions are supposed to be bounded and globally Lipschitz continuous. Delay-dependent passivity condition is proposed by using the free-weighting matrix approach. These passivity conditions are obtained in terms of linear matrix inequalities, which can be investigated easily by using standard algorithms. Two illustrative examples are provided to demonstrate the effectiveness of the proposed criteria.

• 出版日期2008-6