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Preprints of the Keldysh Institute of Applied Mathematics, 2024, 046, 19 pp.
DOI: https://doi.org/10.20948/prepr-2024-46
(Mi ipmp3256)
 

Langevin Monte Carlo integration with discountinious contribution function for light transport simulation

A. A. Nikolaev, S. V. Ershov, V. A. Frolov
References:
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.
Document Type: Preprint
Language: Russian
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.
Citation in format AMSBIB
\Bibitem{NikErsFro24}
\by A.~A.~Nikolaev, S.~V.~Ershov, V.~A.~Frolov
\paper Langevin Monte Carlo integration with discountinious contribution function for light transport simulation
\jour Keldysh Institute preprints
\yr 2024
\papernumber 046
\totalpages 19
\mathnet{http://mi.mathnet.ru/ipmp3256}
\crossref{https://doi.org/10.20948/prepr-2024-46}
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    Препринты Института прикладной математики им. М. В. Келдыша РАН
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