Cargando…

Sparse tensor phase space Galerkin approximation for radiative transport

ABSTRACT: We develop, analyze, and test a sparse tensor product phase space Galerkin discretization framework for the stationary monochromatic radiative transfer problem with scattering. The mathematical model describes the transport of radiation on a phase space of the Cartesian product of a typica...

Descripción completa

Detalles Bibliográficos
Autor principal: Grella, Konstantin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4040165/
https://www.ncbi.nlm.nih.gov/pubmed/24891997
http://dx.doi.org/10.1186/2193-1801-3-230
_version_ 1782318551955144704
author Grella, Konstantin
author_facet Grella, Konstantin
author_sort Grella, Konstantin
collection PubMed
description ABSTRACT: We develop, analyze, and test a sparse tensor product phase space Galerkin discretization framework for the stationary monochromatic radiative transfer problem with scattering. The mathematical model describes the transport of radiation on a phase space of the Cartesian product of a typically three-dimensional physical domain and two-dimensional angular domain. Known solution methods such as the discrete ordinates method and a spherical harmonics method are derived from the presented Galerkin framework. We construct sparse versions of these well-established methods from the framework and prove that these sparse tensor discretizations break the “curse of dimensionality”: essentially (up to logarithmic factors in the total number of degrees of freedom) the solution complexity increases only as in a problem posed in the physical domain alone, while asymptotic convergence orders in terms of the discretization parameters remain essentially equal to those of a full tensor phase space Galerkin discretization. Algorithmically we compute the sparse tensor approximations by the combination technique. In numerical experiments on 2+1 and 3+2 dimensional phase spaces we demonstrate that the advantages of sparse tensorization can be leveraged in applications. 2010 MATHEMATICS SUBJECT CLASSIFICATION: 35Q79; 65N12; 65N30; 65N35
format Online
Article
Text
id pubmed-4040165
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Springer International Publishing
record_format MEDLINE/PubMed
spelling pubmed-40401652014-06-02 Sparse tensor phase space Galerkin approximation for radiative transport Grella, Konstantin Springerplus Research ABSTRACT: We develop, analyze, and test a sparse tensor product phase space Galerkin discretization framework for the stationary monochromatic radiative transfer problem with scattering. The mathematical model describes the transport of radiation on a phase space of the Cartesian product of a typically three-dimensional physical domain and two-dimensional angular domain. Known solution methods such as the discrete ordinates method and a spherical harmonics method are derived from the presented Galerkin framework. We construct sparse versions of these well-established methods from the framework and prove that these sparse tensor discretizations break the “curse of dimensionality”: essentially (up to logarithmic factors in the total number of degrees of freedom) the solution complexity increases only as in a problem posed in the physical domain alone, while asymptotic convergence orders in terms of the discretization parameters remain essentially equal to those of a full tensor phase space Galerkin discretization. Algorithmically we compute the sparse tensor approximations by the combination technique. In numerical experiments on 2+1 and 3+2 dimensional phase spaces we demonstrate that the advantages of sparse tensorization can be leveraged in applications. 2010 MATHEMATICS SUBJECT CLASSIFICATION: 35Q79; 65N12; 65N30; 65N35 Springer International Publishing 2014-05-07 /pmc/articles/PMC4040165/ /pubmed/24891997 http://dx.doi.org/10.1186/2193-1801-3-230 Text en © Grella; licensee Springer. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
spellingShingle Research
Grella, Konstantin
Sparse tensor phase space Galerkin approximation for radiative transport
title Sparse tensor phase space Galerkin approximation for radiative transport
title_full Sparse tensor phase space Galerkin approximation for radiative transport
title_fullStr Sparse tensor phase space Galerkin approximation for radiative transport
title_full_unstemmed Sparse tensor phase space Galerkin approximation for radiative transport
title_short Sparse tensor phase space Galerkin approximation for radiative transport
title_sort sparse tensor phase space galerkin approximation for radiative transport
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4040165/
https://www.ncbi.nlm.nih.gov/pubmed/24891997
http://dx.doi.org/10.1186/2193-1801-3-230
work_keys_str_mv AT grellakonstantin sparsetensorphasespacegalerkinapproximationforradiativetransport