1. LIAPUNOV FUNCTIONS FOR NEURAL NETWORK MODELS
- Author
-
Márton Neogrády-Kiss and Péter L. Simon
- Subjects
Liapunov function ,Artificial neural network ,Organic Chemistry ,Applied mathematics ,Biochemistry ,Mathematics - Abstract
The dynamical behaviour of continuous time recurrent neural network models is studied with emphasis on global stability of a unique equilibrium. First we show in a unified context two Liapunov functions that were introduced in the nineties by Hopfield, Grossberg, Matsouka and Forti. Then we introduce a class of networks for which the model becomes a special cooperative system with a unique globally stable steady state. Finally, we show that periodic orbits may occur when the sufficient conditions for the existence of Liapunov functions are violated.
- Published
- 2021