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Langevin Monte Carlo integration with discountinious contribution function for light transport simulation
A. A. Nikolaev, S. V. Ershov, V. A. Frolov
Abstract:
Our paper is devoted to the study of the Monte Carlo method based on the Langevin equation as applied to Monte Carlo rendering. We describe a simplified scene with a complex and discountinious density of contribution function, in which we evaluate the influence of the preconditioning matrix in the Langevin equation. Such a scene allows us to obtain explainable and interpretable results, which is difficult in real scenes encountered in Monte Carlo rendering. Test results demonstrate that a properly selected way to build preconditioning matrix can significantly reduce the number of steps of the Monte Carlo method, necessary to achieve the specified accuracy.
Keywords:
Langevin dynamics, Monte Carlo, MALA, Metropolis-Hastings method, Markov chain.
Citation:
A. A. Nikolaev, S. V. Ershov, V. A. Frolov, “Langevin Monte Carlo integration with discountinious contribution function for light transport simulation”, Keldysh Institute preprints, 2024, 046, 19 pp.
Linking options:
https://www.mathnet.ru/eng/ipmp3256 https://www.mathnet.ru/eng/ipmp/y2024/p46
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