Homoclinic and heteroclinic motions of delayed inertial neural networks

The main aim of this paper is to study the dynamics of a delayed inertial neural networks with rectangular input currents from the asymptotic point of view. Under certain circumstances, we studied the existence, the uniqueness of bounded solutions and their homoclinic and heteroclinic motions. Moreover, for the demonstration of the theoretical results, we give an example and its numerical simulations.