This article introduces a certain class of stochastic processes, which we suggest calling mild Itô processes, and a new, somehow mild, Itô-type formula for such processes. Examples of …
A Jentzen - SIAM Journal on Numerical Analysis, 2011 - SIAM
In this article the pathwise numerical approximation of semilinear parabolic stochastic partial differential equations (SPDEs) driven by additive noise is considered. A new numerical …
C Beck, S Becker, P Cheridito, A Jentzen… - arXiv preprint arXiv …, 2020 - arxiv.org
In this article we introduce and study a deep learning based approximation algorithm for solutions of stochastic partial differential equations (SPDEs). In the proposed approximation …
We consider a finite element approximation of a general semi-linear stochastic partial differential equation (SPDE) driven by space-time multiplicative and additive noise. We …
S Becker, A Jentzen, PE Kloeden - SIAM Journal on Numerical Analysis, 2016 - SIAM
The strong numerical approximation of semilinear stochastic partial differential equations (SPDEs) driven by infinite dimensional Wiener processes is investigated. There are a …
J Calatayud, JC Cortés, JA Díaz, M Jornet - Applied Numerical Mathematics, 2020 - Elsevier
We study the random heat partial differential equation on a bounded domain assuming that the diffusion coefficient and the boundary conditions are random variables, and the initial …
We construct a positivity-preserving Lie--Trotter splitting scheme with finite difference discretization in space for approximating the solutions to a class of nonlinear stochastic heat …
X Yang, W Zhao - Journal of Computational and Applied Mathematics, 2021 - Elsevier
We study a spatially semidiscrete approximation of nonlinear stochastic partial differential equations (SPDEs) driven by multiplicative noise under weak assumptions on the …
A Tambue - Computers & Mathematics with Applications, 2016 - Elsevier
We consider the numerical approximation of a general second order semi-linear parabolic partial differential equation. Equations of this type arise in many contexts, such as transport …