Dynamical mechanism for sharp orientation tuning in an integrate-and-fire model of a cortical hypercolumn

被引:21
作者
Bressloff, PC [1 ]
Bressloff, NW
Cowan, JD
机构
[1] Univ Loughborough, Dept Math Sci, Nonlinear & Complex Syst Grp, Loughborough LE11 3TU, Leics, England
[2] Univ Southampton, Dept Aeronaut & Astronaut, Computat & Engn Design Ctr, Southampton SO17 1BJ, Hants, England
[3] Univ Chicago, Dept Math, Chicago, IL 60637 USA
关键词
D O I
10.1162/089976600300014809
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Orientation tuning in a ring of pulse-coupled integrate-and-fire (IF) neurons is analyzed in terms of spontaneous pattern formation. It is shown how the ring bifurcates from a synchronous state to a non-phase-locked state whose spike trains are characterized by clustered but irregular fluctuations of the interspike intervals (ISIs). The separation of these clusters in phase space results in a localized peak of activity as measured by the time-averaged firing rate of the neurons. This generates a sharp orientation tuning curve that can lock to a slowly rotating, weakly tuned external stimulus. Under certain conditions, the peak can slowly rotate even to a fixed external stimulus. The ring also exhibits hysteresis due to the subcritical nature of the bifurcation to sharp orientation tuning. Such behavior is shown to be consistent with a corresponding analog version of the IF model in the limit of slow synaptic interactions. For fast synapses, the deterministic fluctuations of the ISIs associated with the tuning curve can support a coefficient of variation of order unity.
引用
收藏
页码:2473 / 2511
页数:39
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