Abstract
Research on delayed neural networks with variable self-inhibitions, interconnection weights, and inputs is an important issue. In this paper, we discuss a large class of delayed dynamical systems with almost periodic self-inhibitions, inter-connection weights, and inputs. This model is universal and includes delayed systems with time-varying delays, distributed delays as well as combination of both. We prove that under some mild conditions, the system has a unique almost periodic solution, which is globally exponentially stable. We propose a new approach, which is independent of existing theory concerning with existence of almost periodic solution for dynamical systems.
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Lu, W., Chen, T. Global exponential stability of almost periodic solution for a large class of delayed dynamical systems. Sci. China Ser. A-Math. 48, 1015–1026 (2005). https://doi.org/10.1360/04ys0076
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DOI: https://doi.org/10.1360/04ys0076