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In this paper, we combine deterministic splitting methods with a polynomial chaos expansion method for solving stochastic parabolic evolution problems. The stochastic differential equation is reduced to a system of deterministic equations…

数值分析 · 数学 2021-07-02 Andreas Kofler , Tijana Levajković , Hermann Mena , Alexander Ostermann

We propose a stochastic branching particle-based method for solving nonlinear non-conservative advection-diffusion-reaction equations. The method splits the evolution into an advection-diffusion step, based on a linearized Kolmogorov…

数值分析 · 数学 2025-12-02 Liyao Lyu , Huan Lei

We consider the problem of approximating the solution of variational problems subject to the constraint that the admissible functions must be convex. This problem is at the interface between convex analysis, convex optimization, variational…

数值分析 · 数学 2015-03-19 Adam M. Oberman

This paper discusses a methodology for determining a functional representation of a random process from a collection of scattered pointwise samples. The present work specifically focuses onto random quantities lying in a high dimensional…

数值分析 · 数学 2014-01-03 Lionel Mathelin

This paper develops a probabilistic numerical method for solution of partial differential equations (PDEs) and studies application of that method to PDE-constrained inverse problems. This approach enables the solution of challenging inverse…

统计方法学 · 统计学 2017-07-12 Jon Cockayne , Chris Oates , Tim Sullivan , Mark Girolami

The paper presents a computational stochastic model of virtual cells irradiation, based on Quasi-Markov Chain Monte Carlo method and using biophysical input. The model is based on a stochastic tree of probabilities for each cell of the…

生物物理 · 物理学 2014-12-23 Krzysztof Wojciech Fornalski

We introduce certain sparse representation methods, named as stochastic pre-orthogonal adaptive Fourier decomposition 1 and 2 (SPOAFD1 and SPOAFD2) to solve the Dirichlet boundary value problem and the Cauchy initial value problem of random…

数值分析 · 数学 2022-01-19 Fang Yang , Min Chen , Jiecheng Chen , Ying Zhang , Tao Qian

In this paper, we report the advantages of using a stochastic algorithm in the context of mineral exploration based on gravity measurements. This approach has the advantage over deterministic methods in that it allows one to find the…

Cellular signaling networks have evolved to cope with intrinsic fluctuations, coming from the small numbers of constituents, and the environmental noise. Stochastic chemical kinetics equations govern the way biochemical networks process…

定量方法 · 定量生物学 2009-11-13 Yueheng Lan , Peter G. Wolynes , Garegin A. Papoian

In quantum physics, recent investigations deal with the so-called "quantum trajectory" theory. Heuristic rules are usually used to give rise to "stochastic Schrodinger equations" which are stochastic differential equations of non-usual type…

概率论 · 数学 2009-04-02 Clement Pellegrini

This paper presents a general approach to linear stochastic processes driven by various random noises. Mathematically, such processes are described by linear stochastic differential equations of arbitrary order (the simplest non-trivial…

凝聚态物理 · 物理学 2009-10-28 Alon Drory

Numerical simulation codes are very common tools to study complex phenomena, but they are often time-consuming and considered as black boxes. For some statistical studies (e.g. asset management, sensitivity analysis) or optimization…

统计理论 · 数学 2017-08-14 Vincent Moutoussamy , Simon Nanty , Benoît Pauwels

Stochastic processes find applications in modelling systems in a variety of disciplines. A large number of stochastic models considered are Markovian in nature. It is often observed that higher order Markov processes can model the data…

概率论 · 数学 2021-04-13 Suryadeepto Nag

The aim of this paper is to present an elementary computable theory of probability, random variables and stochastic processes. The probability theory is baed on existing approaches using valuations and lower integrals. Various approaches to…

概率论 · 数学 2015-10-14 Pieter Collins

In this article, we establish a probabilistic representation for the second-order moment of the solution of stochastic heat equation in $[0,1] \times \bR^d$, with multiplicative noise, which is fractional in time and colored in space. This…

概率论 · 数学 2009-05-19 Raluca Balan

Consider a probability measure supported by a regular geodesic ball in a manifold. For any p larger than or equal to 1 we define a stochastic algorithm which converges almost surely to the p-mean of the measure. Assuming furthermore that…

概率论 · 数学 2011-06-28 Marc Arnaudon , Clément Dombry , Anthony Phan , Le Yang

An analytical solution of the selfconsistent Vlasov equation is presented. The time evolution is entirely determined by the initial distribution function. The largest Lyapunov exponent is calculated analytically. For special parameters of…

等离子体物理 · 物理学 2024-08-02 K. Morawetz

The numerical evaluation of statistics plays a crucial role in statistical physics and its applied fields. It is possible to evaluate the statistics for a stochastic differential equation with Gaussian white noise via the corresponding…

数值分析 · 数学 2023-07-04 Jun Ohkubo

Focusing on two-level atoms, we apply the positive $P$ representation to a full-wave mixed bosonic and fermionic system of Jaynes-Cummings type and identify an advantageous degree of freedom in the choice of the involved nonorthogonal…

We propose a stochastic collocation method based on the piecewise constant interpolation on the probability space combined with a finite volume method to solve the compressible Navier-Stokes system at the nodal points. We show convergence…

数值分析 · 数学 2021-11-16 Eduard Feireisl , Mária Lukáčová-Medvid'ová