Title :
Time delays and stimulus-dependent pattern formation in periodic environments in isolated neurons
Author :
Gopalsamy, K. ; Sariyasa
Author_Institution :
Sch. of Inf. & Eng., Flinders Univ. of South Australia, Adelaide, SA, Australia
fDate :
5/1/2002 12:00:00 AM
Abstract :
The dynamical characteristics of a single isolated Hopfield-type neuron with dissipation and time-delayed self-interaction under periodic stimuli are studied. Sufficient conditions for the heteroassociative stable encoding of periodic external stimuli are obtained. Both discrete and continuously distributed delays are included
Keywords :
Hopfield neural nets; delays; encoding; stability; Hopfield-type neuron; distributed delays; dynamical characteristics; heteroassociative stable encoding; isolated neurons; periodic environments; periodic stimuli; stimulus-dependent pattern formation; sufficient conditions; time delays; Artificial neural networks; Biological neural networks; Biological system modeling; Delay effects; Encoding; Hopfield neural networks; Neural networks; Neurons; Pattern formation; Sufficient conditions;
Journal_Title :
Neural Networks, IEEE Transactions on
DOI :
10.1109/TNN.2002.1000124
