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SPARSE TENSOR PRODUCT APPROXIMATION FOR RADIATIVE TRANSFER

机译:辐射转移的稀疏张量产品逼近

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The stationary monochromatic radiative transfer equation is stated in five dimensions, with the intensity depending on both a position in a three-dimensional domain as well as a direction. In order to overcome the high dimensionality of the problem, we propose and analyse a new multiscale Galerkin Finite Element discretizaton that, under strong regularity assumptions on the solution, reduces the complexity of the problem to the number of degrees of freedom in space only (up to logarithmic terms). The sparse tensor product approximation adapts the idea of so-called 'Sparse Grids' for the product space of functions on the physical domain and the unit sphere. We present some details of the sparse tensor product construction including a convergence result that shows that, assuming strong regularity of the solution, the method converges with essentially optimal asymptotic rates while its complexity grows essentially only as that for a linear transport problem. Numerical experiments in a translation invariant setting in non-scattering media agree with predictions of theory and demonstrate the superior performance of the sparse tensor product method compared to the discrete ordinates method.
机译:静态单色辐射传递方程式用五个维度表示,强度取决于三维域中的位置以及方向。为了克服问题的高维性,我们提出并分析了一种新的多尺度Galerkin有限元离散化方法,该方法在解决方案的强规律性假设下将问题的复杂性降低到仅在空间中的自由度数(up对数项)。稀疏张量积近似将所谓的“稀疏网格”的思想用于物理域和单位球面上函数的乘积空间。我们介绍了稀疏张量积构造的一些细节,包括收敛结果,该结果表明,假设解的正则性强,该方法收敛于本质上最优的渐近速率,而其复杂度基本上仅随着线性运输问题而增长。在非散射介质中的平移不变条件下进行的数值实验与理论预测相符,并证明了稀疏张量积方法与离散纵坐标方法相比具有优越的性能。

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