Improved Stability Analysis for Neural Networks with Time‐Varying Delay
Yongming Li, Junkang Tian, Jinzhou Zhao, Liehui Zhang, Tiejun Li · Mathematical Problems in Engineering · 2012
This paper concerned the problem of delay‐dependent asymptotic stability for neural networks with time‐varying delay. A new class of Lyapunov functional dividing the interval delay is constructed to derive some new delay‐dependent stability criteria. The obtained criteria are less conservative because free‐weighting matrices method, a convex optimization approach, and a mixed dividing delay interval approach are considered. Finally, numerical examples are given to illustrate the effectiveness of the proposed method.