Title :
Tempered neural networks
Author_Institution :
Dept. of Psychiatry, McMaster Univ., Hamilton, Ont., Canada
Abstract :
Tempered neural networks, which are cellular automaton neural networks in which the updating occurs according to the arrival times of action potentials within the network, are introduced. Simulations of integer timed networks displayed low activity levels for individual neurons, bursts consisting of the cooperative activity of groups of neurons, and encoding of information in complex spatiotemporal patterns. At low input levels a new form of memory called dynamic memory was demonstrated. A new route to chaos at high input levels is suggested
Keywords :
cellular automata; chaos; neural nets; physiological models; action potentials; cellular automaton neural networks; chaos; complex spatiotemporal patterns; cooperative activity; dynamic memory; information encoding; integer timed networks; physiological models; tempered neural nets; updating; Automata; Biological neural networks; Biological system modeling; Brain modeling; Cellular networks; Delay; Neural networks; Neurons; Psychiatry; Spatiotemporal phenomena;
Conference_Titel :
Neural Networks, 1992. IJCNN., International Joint Conference on
Conference_Location :
Baltimore, MD
Print_ISBN :
0-7803-0559-0
DOI :
10.1109/IJCNN.1992.227138