Finite time stability of periodic solution for Hopfield neural networks with discontinuous activations ?
Based on the tangency or non-tangency of the periodic solution to certain surface, this paper gives a set of conditions ensuring global convergence in finite time toward a unique periodic solution for Hopfield neural networks with discontinuous activations. Moreover, two numerical examples are provided to illustrate the theoretical results.
finite time stability periodic solution hopfield neural network filippov theory