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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...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer International Publishing
2014
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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 |
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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 |