Synchronization and desynchronization in a network of locally coupled Wilson-Cowan oscillators

被引:75
作者
Campbell, S
Wang, DL
机构
[1] OHIO STATE UNIV,DEPT COMP & INFORMAT SCI,ARTIFICIAL INTELLIGENCE RES LAB,COLUMBUS,OH 43210
[2] OHIO STATE UNIV,CTR COGNIT SCI,COLUMBUS,OH 43210
来源
IEEE TRANSACTIONS ON NEURAL NETWORKS | 1996年 / 7卷 / 03期
基金
美国国家科学基金会;
关键词
D O I
10.1109/72.501714
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A network of Wilson-Cowan (WC) oscillators is constructed, and its emergent properties of synchronization and desynchronization are investigated by both computer simulation and formal analysis. The network is a two-dimensional matrix, where each oscillator is coupled only to its neighbors. We show analytically that a chain of locally coupled oscillators (the piecewise linear approximation to the WC oscillator) synchronizes, and present a technique to rapidly entrain finite numbers of oscillators, The coupling strengths change on a fast time scale based on a Hebbian rule. A global separator is introduced which receives input from and sends feedback to each oscillator in the matrix. The global separator is used to desynchronize different oscillator groups. Unlike many other models, the properties of this network emerge from local connections, that preserve spatial relationships among components, and are critical for encoding Gestalt principles of feature grouping, The ability to synchronize and desynchronize oscillator groups within this network offers a promising approach for pattern segmentation and figure/ground segregation based on oscillatory correlation.
引用
收藏
页码:541 / 554
页数:14
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