On numerical simulations of integrate-and-fire neural networks

被引:156
作者
Hansel, D [1 ]
Mato, G
Meunier, C
Neltner, L
机构
[1] Ecole Polytech, Ctr Phys Theor, CNRS, UPR014, F-91128 Palaiseau, France
[2] Comis Nacl Energia Atom, Ctr Atom Bariloche, RA-8400 Bariloche, Rio Negro, Argentina
关键词
D O I
10.1162/089976698300017845
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
It is shown that very small time steps are required to reproduce correctly the synchronization properties of large networks of integrate-and-fire neurons when the differential system describing their dynamics is integrated with the standard Euler or second-order Runge-Kutta algorithms. The reason for that behavior is analyzed, and a simple improvement of these algorithms is proposed.
引用
收藏
页码:467 / 483
页数:17
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