Multistability in the Kuramoto model with synaptic plasticity

被引:111
作者
Maistrenko, Yuri L. [1 ]
Lysyansky, Borys
Hauptmann, Christian
Burylko, Oleksandr
Tass, Peter A.
机构
[1] Forschungszentrum Julich, Inst Med, D-52425 Julich, Germany
[2] Forschungszentrum Julich, Virtual Inst Neuromodulat, D-52425 Julich, Germany
[3] Natl Acad Sci Ukraine, Inst Math, UA-01601 Kiev, Ukraine
[4] Univ Hosp, Dept Stereotax & Funct Neurosurg, D-50924 Cologne, Germany
来源
PHYSICAL REVIEW E | 2007年 / 75卷 / 06期
关键词
D O I
10.1103/PhysRevE.75.066207
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
We present a simplified phase model for neuronal dynamics with spike timing-dependent plasticity (STDP). For asymmetric, experimentally observed STDP we find multistability: a coexistence of a fully synchronized, a fully desynchronized, and a variety of cluster states in a wide enough range of the parameter space. We show that multistability can occur only for asymmetric STDP, and we study how the coexistence of synchronization and desynchronization and clustering depends on the distribution of the eigenfrequencies. We test the efficacy of the proposed method on the Kuramoto model which is, de facto, one of the sample models for a description of the phase dynamics in neuronal ensembles.
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页数:8
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