Dynamics of neural networks with a central element

被引:37
作者
Kazanovich, YB
Borisyuk, RM [1 ]
机构
[1] Russian Acad Sci, Inst Math Problems Biol, Pushchino 142292, Russia
[2] Univ Plymouth, Sch Comp, Plymouth PL4 8AA, Devon, England
关键词
global and partial synchronization; phase oscillator; central and peripheral oscillators; dynamics; bifurcations; attention modeling; attention focus formation;
D O I
10.1016/S0893-6080(98)00136-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A neural network is considered which is designed as a system of phase oscillators and contains a central oscillator that interacts with a number of peripheral oscillators. Analytical and simulation methods are used to study the dynamics of the system that is conditioned by the interaction parameters and natural frequencies of the oscillators. The boundaries of parameter regions are found that correspond to the synchronization of the whole network or to partial synchronization between the central oscillator and a group of peripheral oscillators. For a system with two peripheral oscillators the bifurcation analysis is applied to describe the changes of synchronization modes. The implications of the results for attention modeling are discussed. (C) 1999 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:441 / 454
页数:14
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