Asymptotic error distribution of accelerated exponential Euler method for parabolic SPDEs

Fuente: arXiv
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Main Authors: Hong, Jialin, Jin, Diancong, Wang, Xu, Yang, Guanlin
Format: Preprint
Published: 2024
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author Hong, Jialin
Jin, Diancong
Wang, Xu
Yang, Guanlin
author_facet Hong, Jialin
Jin, Diancong
Wang, Xu
Yang, Guanlin
contents The asymptotic error distribution of numerical methods applied to stochastic ordinary differential equations has been well studied, which characterizes the evolution pattern of the error distribution in the small step-size regime. It is still open for stochastic partial differential equations whether the normalized error process of numerical methods admits a nontrivial limit distribution. We answer this question by presenting the asymptotic error distribution of the temporal accelerated exponential Euler (AEE) method when applied to parabolic stochastic partial differential equations. In order to overcome the difficulty caused by the infinite-dimensional setting, we establish a uniform approximation theorem for convergence in distribution. Based on it, we derive the limit distribution of the normalized error process of the AEE method by studying the limit distribution of its certain appropriate finite-dimensional approximation process. As applications of our main result, the asymptotic error distribution of a fully discrete AEE method for the original equation and that of the AEE method for a stochastic ordinary differential equation are also obtained.
format Preprint
id arxiv_https___arxiv_org_abs_2409_13827
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Asymptotic error distribution of accelerated exponential Euler method for parabolic SPDEs
Hong, Jialin
Jin, Diancong
Wang, Xu
Yang, Guanlin
Numerical Analysis
Probability
The asymptotic error distribution of numerical methods applied to stochastic ordinary differential equations has been well studied, which characterizes the evolution pattern of the error distribution in the small step-size regime. It is still open for stochastic partial differential equations whether the normalized error process of numerical methods admits a nontrivial limit distribution. We answer this question by presenting the asymptotic error distribution of the temporal accelerated exponential Euler (AEE) method when applied to parabolic stochastic partial differential equations. In order to overcome the difficulty caused by the infinite-dimensional setting, we establish a uniform approximation theorem for convergence in distribution. Based on it, we derive the limit distribution of the normalized error process of the AEE method by studying the limit distribution of its certain appropriate finite-dimensional approximation process. As applications of our main result, the asymptotic error distribution of a fully discrete AEE method for the original equation and that of the AEE method for a stochastic ordinary differential equation are also obtained.
title Asymptotic error distribution of accelerated exponential Euler method for parabolic SPDEs
topic Numerical Analysis
Probability
url https://arxiv.org/abs/2409.13827