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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 |
Sumario: | 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 |
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