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JOURNALS // Sibirskii Zhurnal Vychislitel'noi Matematiki // Archive

Sib. Zh. Vychisl. Mat., 2016 Volume 19, Number 1, Pages 87–96 (Mi sjvm604)

This article is cited in 3 papers

Probability density function of leaky integrate-and-fire model with Lévy noise and its numerical approximation

P. Singha, M. K. Kadalbajoob, K. Sharmac

a School of Mathematics and Computer Applications, Thapar University, Patiala, India
b Department of Mathematics and Statistics, Indian Institute of Technology, Kanpur, India
c Department of Mathematics, South Asian University, New Delhi, India

Abstract: We investigate a numerical analysis of a leaky integrate-and-fire model with Lévy noise. We consider a neuron model in which the probability density function of a neuron in some potential at any time is modeled by a transport equation. Lévy noise is included due to jumps by excitatory and inhibitory impulses. Due to these jumps the resulting equation is a transport equation containing two integrals in the right-hand side (jumps). We design, implement, and analyze numerical methods of finite volume type. Some numerical examples are also included.

Key words: leaky integrate-and-fire model, transport equation, finite volume approximation, Lévy noise.

MSC: 35L04, 65M08, 92B20

Received: 25.01.2015

DOI: 10.15372/SJNM20160107


 English version:
Numerical Analysis and Applications, 2016, 9:1, 66–73

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