GLOBAL SOLVABILITY OF A NETWORKED INTEGRATE-AND-FIRE MODEL OF MCKEAN-VLASOV TYPE

被引:79
作者
Delarue, Francois [1 ]
Inglis, James [2 ]
Rubenthaler, Sylvain [1 ]
Tanre, Etienne [2 ]
机构
[1] Univ Nice Sophia Antipolis, Lab JA Dieudonne, F-06108 Nice 02, France
[2] Inria Sophia Antipolis Mediterranee, F-06902 Sophia Antipolis, France
关键词
McKean nonlinear diffusion proces; renewal process; first hitting time density estimates; integrate-and-fire network; nonhomogeneous diffusion process; neuroscience; NEURONS; DYNAMICS;
D O I
10.1214/14-AAP1044
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We here investigate the well-posedness of a networked integrate-and-fire model describing an infinite population of neurons which interact with one another through their common statistical distribution. The interaction is of the self-excitatory type as, at any time, the potential of a neuron increases when some of the others fire: precisely, the kick it receives is proportional to the instantaneous proportion of firing neurons at the same time. From a mathematical point of view, the coefficient of proportionality, denoted by a, is of great importance as the resulting system is known to blow-up for large values of a. In the current paper, we focus on the complementary regime and prove that existence and uniqueness hold for all time when a is small enough.
引用
收藏
页码:2096 / 2133
页数:38
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