Robust autoassociative memory with coupled networks of Kuramoto-type oscillators

被引:9
|
作者
Heger, Daniel [1 ]
Krischer, Katharina [1 ]
机构
[1] Tech Univ Munich, Dept Phys, James Franck Str 1, D-85748 Garching, Germany
关键词
NEURAL-NETWORKS; ASSOCIATIVE MEMORY; RETRIEVAL; BEHAVIOR; MODEL;
D O I
10.1103/PhysRevE.94.022309
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Uncertain recognition success, unfavorable scaling of connection complexity, or dependence on complex external input impair the usefulness of current oscillatory neural networks for pattern recognition or restrict technical realizations to small networks. We propose a network architecture of coupled oscillators for pattern recognition which shows none of the mentioned flaws. Furthermore we illustrate the recognition process with simulation results and analyze the dynamics analytically: Possible output patterns are isolated attractors of the system. Additionally, simple criteria for recognition success are derived from a lower bound on the basins of attraction.
引用
收藏
页数:16
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