Exponential stability of Cohen-Grossberg neural networks

Neural Netw. 2002 Apr;15(3):415-22. doi: 10.1016/s0893-6080(02)00025-4.

Abstract

Exponential stabilities of the Cohen-Grossberg neural network with and without delays are analyzed. By Liapunov functions/functionals, sufficient conditions are obtained for general exponential stability, while by using a comparison result from the theory of monotone dynamical systems, componentwise exponential stability is also discussed. All results are established without assuming any symmetry of the connection matrix, and the differentiability and monotonicity of the activation functions.

Publication types

  • Comparative Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Neural Networks, Computer*