Low-rank solutions to the stochastic Helmholtz equation

02/16/2023
by   Adem Kaya, et al.
0

In this paper, we consider low-rank approximations for the solutions to the stochastic Helmholtz equation with random coefficients. A Stochastic Galerkin finite element method is used for the discretization of the Helmholtz problem. Existence theory for the low-rank approximation is established when the system matrix is indefinite. The low-rank algorithm does not require the construction of a large system matrix which results in an advantage in terms of CPU time and storage. Numerical results show that, when the operations in a low-rank method are performed efficiently, it is possible to obtain an advantage in terms of storage and CPU time compared to computations in full rank. We also propose a general approach to implement a preconditioner using the low-rank format efficiently.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
05/11/2023

Hierarchical Block Low-rank Approximation of Cavity Radiation

In this paper we examine the use of low-rank approximations for the hand...
research
01/31/2022

Low-Rank Updates of Matrix Square Roots

Models in which the covariance matrix has the structure of a sparse matr...
research
05/29/2020

A low-rank matrix equation method for solving PDE-constrained optimization problems

PDE-constrained optimization problems arise in a broad number of applica...
research
07/14/2023

Low Rank Properties for Estimating Microphones Start Time and Sources Emission Time

Uncertainty in timing information pertaining to the start time of microp...
research
03/21/2022

Solving for the low-rank tensor components of a scattering wave function

Atomic and molecular breakup reactions, such as multiple-ionisation, are...
research
06/16/2019

A Low-rank Solver for the Stochastic Unsteady Navier-Stokes Problem

We study a low-rank iterative solver for the unsteady Navier-Stokes equa...
research
11/29/2019

Hierarchical Low-rank Structure of Parameterized Distributions

This note shows that the matrix forms of several one-parameter distribut...

Please sign up or login with your details

Forgot password? Click here to reset