A Monte Carlo Method for 3D Radiative Transfer Equations with Multifractional Singular Kernels
Abstract
We propose in this work a Monte Carlo method for three dimensional scalar radiative transfer equations with non-integrable, space-dependent scattering kernels. Such kernels typically account for long-range statistical features, and arise for instance in the context of wave propagation in turbulent atmosphere, geophysics, and medical imaging in the peaked-forward regime. In contrast to the classical case where the scattering cross section is integrable, which results in a non-zero mean free time, the latter here vanishes. This creates numerical difficulties as standard Monte Carlo methods based on a naive regularization exhibit large jump intensities and an increased computational cost. We propose a method inspired by the finance literature based on a small jumps - large jumps decomposition, allowing us to treat the small jumps efficiently and reduce the computational burden. We demonstrate the performance of the approach with numerical simulations and provide a complete error analysis. The multifractional terminology refers to the fact that the high frequency contribution of the scattering operator is a fractional Laplace-Beltrami operator on the unit sphere with space-dependent index.
Cite
@article{arxiv.2210.04956,
title = {A Monte Carlo Method for 3D Radiative Transfer Equations with Multifractional Singular Kernels},
author = {Christophe Gomez and Olivier Pinaud},
journal= {arXiv preprint arXiv:2210.04956},
year = {2023}
}
Comments
33 pages, 18 figures