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First-passage probability estimation of high-dimensional nonlinear stochastic systems is a significant task to be solved in many science and engineering fields, but remains still an open challenge. The present paper develops a novel…

统计方法学 · 统计学 2022-10-11 Chen Ding , Chao Dang , Marcos A. Valdebenito , Matthias G. R. Faes , Matteo Broggi , Michael Beer

Fluctuations in stochastic systems are usually characterized by the full counting statistics, which analyzes the distribution of the number of events taking place in the fixed time interval. In an alternative approach, the distribution of…

统计力学 · 物理学 2018-01-24 Krzysztof Ptaszynski

New theorems for the moments of the first passage time of one dimensional nonlinear stochastic processes with an entrance boundary are formulated. This important class of one dimensional stochastic processes results among others from…

偏微分方程分析 · 数学 2020-04-22 Leo Dostal , Navaratnam Sri Namachchivaya

We consider a leaky integrate-and-fire neuron with deterministic subthreshold dynamics and a firing threshold that evolves as an Ornstein-Uhlenbeck process. The formulation of this minimal model is motivated by the experimentally observed…

神经元与认知 · 定量生物学 2015-05-12 Wilhelm Braun , Paul C. Matthews , Rüdiger Thul

In this paper, we develop and analyze a stochastic algorithm for solving space-time fractional diffusion models, which are widely used to describe anomalous diffusion dynamics. These models pose substantial numerical challenges due to the…

数值分析 · 数学 2025-08-29 Tengteng Cui , Chengtao Sheng , Bihao Su , Zhi Zhou

We present an approximate analytical expression for the escape rate of time-dependent driven stochastic processes with an absorbing boundary such as the driven leaky integrate-and-fire model for neural spiking. The novel approximation is…

数据分析、统计与概率 · 物理学 2007-05-23 Michael Schindler , Peter Talkner , Peter Hänggi

Stochastic modeling of reaction networks is a framework used to describe the time evolution of many natural and artificial systems, including, biochemical reactive systems at the molecular level, viral kinetics, the spread of epidemic…

数值分析 · 数学 2014-06-10 Alvaro Moraes , Raul Tempone , Pedro Vilanova

We consider a pair of stochastic integrate and fire neurons receiving correlated stochastic inputs. The evolution of this system can be described by the corresponding Fokker-Planck equation with non-trivial boundary conditions resulting…

神经元与认知 · 定量生物学 2010-12-14 Robert Rosenbaum , Jianfu Ma , Fabien Marpeau , Aditya Barua , Kresimir Josic

Piecewise-deterministic Markov processes combine continuous in time dynamics with jump events, the rates of which generally depend on the continuous variables and thus are not constants. This leads to a problem in a Monte-Carlo simulation…

计算物理 · 物理学 2025-01-14 Arkady Pikovsky

We present a stochastic method for the simulation of the time evolution in systems which obey generalized statistics, namely fractional exclusion statistics and Gentile's statistics. The transition rates are derived in the framework of…

统计力学 · 物理学 2013-02-12 George Alexandru Nemnes , Dragos-Victor Anghel

Stochastic point processes with refractoriness appear frequently in the quantitative analysis of physical and biological systems, such as the generation of action potentials by nerve cells, the release and reuptake of vesicles at a synapse,…

Cellular differentiation and evolution are stochastic processes that can involve multiple types (or states) of particles moving on a complex, high-dimensional state-space or "fitness" landscape. Cells of each specific type can thus be…

种群与进化 · 定量生物学 2014-11-17 Tom Chou , Yu Wang

First passage time plays a fundamental role in dynamical characterization of stochastic processes. Crucially, our current understanding on the problem is almost entirely relies on the theoretical formulations, which assume the processes…

统计力学 · 物理学 2023-02-01 Yuta Sakamoto , Takahiro Sakaue

Kinetic descriptions of runaway electrons (RE) are usually based on Fokker-Planck models that determine the probability distribution function (PDF) of RE in 2-dimensional momentum space. Despite of the simplification involved, the…

等离子体物理 · 物理学 2017-09-13 Guannan Zhang , Diego del-Castillo-Negrete

We investigate a local incremental stationary scheme for the numerical solution of rate-independent systems. Such systems are characterized by a (possibly) non-convex energy and a dissipation potential, which is positively homogeneous of…

数值分析 · 数学 2022-04-13 Merlin Andreia , Christian Meyer

We determine the full distribution and moments of the first passage time for a wide class of stochastic search processes in the limit of frequent stochastic resetting. Our results apply to any system whose short-time behavior of the search…

统计力学 · 物理学 2023-02-22 Samantha Linn , Sean D Lawley

The first passage time (FPT) problem is studied for superstatistical models assuming that the mesoscopic system dynamics is described by a Fokker-Planck equation. We show that all moments of the random intensive parameter associated to the…

统计力学 · 物理学 2018-01-30 Adrián A. Budini , Manuel O. Cáceres

A central challenge in physics is to describe non-equilibrium systems driven by randomness, such as a randomly growing interface, or fluids subject to random fluctuations that account e.g. for local stresses and heat fluxes not related to…

偏微分方程分析 · 数学 2022-02-16 Mickaël D. Chekroun , Honghu Liu , James C. McWilliams , Shouhong Wang

The spiking activity of single neurons can be well described by a nonlinear integrate-and-fire model that includes somatic adaptation. When exposed to fluctuating inputs sparsely coupled populations of these model neurons exhibit stochastic…

神经元与认知 · 定量生物学 2017-07-20 Moritz Augustin , Josef Ladenbauer , Fabian Baumann , Klaus Obermayer

A new technique for calculating the time-evolution, correlations and steady state spectra for nonlinear stochastic differential equations is presented. To illustrate the method, we consider examples involving cubic nonlinearities in an…

凝聚态物理 · 物理学 2016-08-31 S. Chaturvedi , P. D. Drummond
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