Title :
Qualitative analysis of neural networks
Author :
Michel, A.N. ; Farrell, J.A. ; Porod, Wolfgang
Author_Institution :
Dept. of Electr. & Comput. Eng., Notre Dame Univ., IN, USA
Abstract :
The stability properties of a given equilibrium point of a neural network are determined. Given that a specific equilibrium point of a neural network is asymptotically stable, an estimate for its domain of attraction is established. Finally, given a set of initial conditions and external inputs, estimates for corresponding trajectory bounds are established.<>
Keywords :
network analysis; neural nets; stability; domain of attraction; equilibrium point; neural networks; stability properties; trajectory bounds; Asymptotic stability; Capacitance; Differential equations; Hopfield neural networks; Interconnected systems; Neural networks; Neurons; Nonlinear equations; Stability analysis;
Conference_Titel :
Circuits and Systems, 1988., IEEE International Symposium on
Conference_Location :
Espoo, Finland
DOI :
10.1109/ISCAS.1988.15090
