Coarse-proxy reduced basis methods for integral equations

نویسندگان

چکیده

In this paper, we introduce a new reduced basis methodology for accelerating the computation of large parameterized systems high-fidelity integral equations. Core to our is use coarse-proxy models (i.e., lower resolution variants underlying equations) identify important samples in parameter space from which high quality then constructed. Unlike more traditional POD or greedy methods construction, has benefit being both easy implement and embarrassingly parallel. We apply under-served area equations, where density operators traditionally made difficult apply. To handle difficulty, an operator interpolation technique, based on random sub-sampling, that aimed specifically at operators. demonstrate effectiveness techniques, present two numerical case studies, radiative transport equation boundary formation Laplace respectively, provides significant improvement performance over wide range error tolerances. Moreover, these problems, as selection threshold aggressive, approximation method decreases approximately linear rate. Finally, provide public repository source code with instructions reproducing all results paper.

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ژورنال

عنوان ژورنال: Journal of Computational Physics

سال: 2023

ISSN: ['1090-2716', '0021-9991']

DOI: https://doi.org/10.1016/j.jcp.2022.111835