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Sparse tensor phase space Galerkin approximation for radiative transport
by K. Grella
(Report number 2014-03)
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.
Keywords: radiative transfer; sparse grids; discrete ordinates method; spherical harmonics method; combination technique
BibTeX@Techreport{G14_553, author = {K. Grella}, title = {Sparse tensor phase space Galerkin approximation for radiative transport}, institution = {Seminar for Applied Mathematics, ETH Z{\"u}rich}, number = {2014-03}, address = {Switzerland}, url = {https://www.sam.math.ethz.ch/sam_reports/reports_final/reports2014/2014-03.pdf }, year = {2014} }
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