Exponential attractor of kappa-almost periodic sequence solution of discrete-time bidirectional neural networks

Abstract In this paper, several criteria are obtained for the existence and exponential attractivity of a unique κ -almost periodic sequence solution of discrete-time bidirectional neural networks (BNNs). Our results generalize the corresponding results about almost periodic sequence solution in common sense. Finally, computer simulations illustrate the dynamic behavior of discrete-time bidirectional neural networks. It is shown that discretization step κ affects dynamical characteristics of bidirectional neural networks and our results on κ -almost periodic sequence solution lead to effective estimates of continuous-time neural networks during real-time computations.

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