Title :
On equilibria, stability, and instability of Hopfield neural networks
Author :
Guan, Zhi-Hong ; Chen, Guanrong ; Qin, Yi
Author_Institution :
Dept. of Control Sci. & Eng., Huazhong Univ. of Sci. & Technol., Wuhan, China
fDate :
3/1/2000 12:00:00 AM
Abstract :
Existence and uniqueness of equilibrium, as well as its stability and instability, of a continuous-time Hopfield neural network are studied. A set of new and simple sufficient conditions are derived
Keywords :
Hopfield neural nets; circuit stability; Hopfield neural networks; equilibrium; instability; stability; sufficient conditions; Associative memory; Asymptotic stability; Convergence; Design optimization; Hopfield neural networks; Network synthesis; Neural networks; Neurodynamics; Stability analysis; Sufficient conditions;
Journal_Title :
Neural Networks, IEEE Transactions on
