4.5 Article

Strong and weak convergence order of finite element methods for stochastic PDEs with spatial white noise

Journal

NUMERISCHE MATHEMATIK
Volume 134, Issue 1, Pages 61-89

Publisher

SPRINGER HEIDELBERG
DOI: 10.1007/s00211-015-0768-8

Keywords

-

Funding

  1. OSD/AFOSR MURI [FA9550-09-1-0613]
  2. NSF/DMS [DMS-1216437, DMS-1148284]
  3. WPI
  4. ARO [W911NF-13-1-0012]

Ask authors/readers for more resources

We investigate the strong and weak convergence order of piecewise linear finite element methods for a class of semilinear elliptic equations with additive spatial white noise using a spectral truncation of white noise. Taking the number of modes for spectral approximation of the white noise at the order of , we show that the strong convergence order of the finite element approximation is , where h is the element size and is the dimension. Moreover, we show that the weak convergence order is . We then consider a fourth-order equation and an advection-reaction equation and show that a spectral approximation of the white noise can lead to higher convergence order, in both strong and weak sense, when the solutions are smooth. Numerical results confirm our prediction for one- and two-dimensional elliptic problems.

Authors

I am an author on this paper
Click your name to claim this paper and add it to your profile.

Reviews

Primary Rating

4.5
Not enough ratings

Secondary Ratings

Novelty
-
Significance
-
Scientific rigor
-
Rate this paper

Recommended

Article Computer Science, Interdisciplinary Applications

Fast difference schemes for solving high-dimensional time-fractional subdiffusion equations

Fanhai Zeng, Zhongqiang Zhang, George Em Karniadakis

JOURNAL OF COMPUTATIONAL PHYSICS (2016)

Article Mathematics, Applied

IMPLICIT-EXPLICIT DIFFERENCE SCHEMES FOR NONLINEAR FRACTIONAL DIFFERENTIAL EQUATIONS WITH NONSMOOTH SOLUTIONS

Wanrong Cao, Fanhai Zeng, Zhongqiang Zhang, George Em Karniadakis

SIAM JOURNAL ON SCIENTIFIC COMPUTING (2016)

Article Mathematics, Applied

Error Estimates of Spectral Galerkin Methods for a Linear Fractional Reaction-Diffusion Equation

Zhongqiang Zhang

JOURNAL OF SCIENTIFIC COMPUTING (2019)

Article Mathematical & Computational Biology

A hybrid hierarchical Bayesian model for spatiotemporal surveillance data

Jian Zou, Zhongqiang Zhang, Hong Yan

STATISTICS IN MEDICINE (2018)

Article Mathematics, Applied

OPTIMAL REGULARITY AND ERROR ESTIMATES OF A SPECTRAL GALERKIN METHOD FOR FRACTIONAL ADVECTION-DIFFUSION-REACTION EQUATIONS

Zhaopeng Hao, Zhongqiang Zang

SIAM JOURNAL ON NUMERICAL ANALYSIS (2020)

Article Mathematics, Applied

Error estimates of a spectral Petrov-Galerkin method for two-sided fractional reaction-diffusion equations

Zhaopeng Hao, Guang Lin, Zhongqiang Zhang

APPLIED MATHEMATICS AND COMPUTATION (2020)

Article Mathematics, Applied

Analysis of a nonlinear variable-order fractional stochastic differential equation

Xiangcheng Zheng, Zhongqiang Zhang, Hong Wang

APPLIED MATHEMATICS LETTERS (2020)

Article Mathematics, Interdisciplinary Applications

Strong convergence of a Euler-Maruyama scheme to a variable-order fractional stochastic differential equation driven by a multiplicative white noise

Zhiwei Yang, Xiangcheng Zheng, Zhongqiang Zhang, Hong Wang

Summary: This study proves the existence and uniqueness of the solution to a variable-order fractional stochastic differential equation driven by a multiplicative white noise, and establishes the strong convergence of an Euler-Maruyama scheme. Numerical experiments are conducted to support the mathematical analysis.

CHAOS SOLITONS & FRACTALS (2021)

Article Computer Science, Interdisciplinary Applications

Fractional centered difference scheme for high-dimensional integral fractional Laplacian

Zhaopeng Hao, Zhongqiang Zhang, Rui Du

Summary: This study introduces a finite difference method for solving the fractional diffusion equation and analyzes its stability and convergence. It also presents a fast solver and provides numerical results to support the theoretical findings.

JOURNAL OF COMPUTATIONAL PHYSICS (2021)

Article Mathematics, Applied

A spectral Galerkin approximation of optimal control problem governed by fractional advection-diffusion-reaction equations

Fangyuan Wang, Zhongqiang Zhang, Zhaojie Zhou

Summary: This study investigates a spectral Galerkin approximation of an optimal control problem for a one-dimensional fractional advection-diffusion-reaction equation with integral fractional Laplacian. The research derives a first-order optimality condition, analyzes the regularity of the solution, presents a spectral Galerkin scheme, proves optimal error estimates, proposes a fast projected gradient algorithm, and provides numerical examples to verify the theoretical findings.

JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS (2021)

Proceedings Paper Computer Science, Artificial Intelligence

An Online Spatio-Temporal Model for Inference and Predictions of Taxi Demand

Hong Yan, Zhongqiang Zhang, Jian Zou

2017 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) (2017)

Article Engineering, Multidisciplinary

Second-order numerical methods for multi-term fractional differential equations: Smooth and non-smooth solutions

Fanhai Zeng, Zhongqiang Zhang, George Em Karniadakis

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2017)

Article Mathematics, Applied

Order-preserving strong schemes for SDEs with locally Lipschitz coefficients

Zhongqiang Zhang, Heping Ma

APPLIED NUMERICAL MATHEMATICS (2017)

No Data Available