New generalized Halanay inequalities and relative applications to neural networks with variable delays
Chunsheng Wang, Han Chen, Runpeng Lin, Ying Sheng, Feng Jiao · Boundary Value Problems · 2023
Abstract The asymptotic behavior of solutions for a new class of generalized Halanay inequalities is studied via the fixed point method. This research provides a new approach to the study of the stability of Halanay inequality. To make the application of fixed point method in stability research more flexible and feasible, we introduce corresponding functions to construct an operator according to different characteristics of coefficients. The results obtained in this paper are applied to the stability study of a neural network system, which has high value in application. Moreover, three examples and simulations are given to illustrate the results. The conclusions in this paper greatly improve and generalize the relative results in the current literature.