A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues

The Monte Carlo (MC) method is the gold standard in photon migration through 3D media with spatially varying optical properties. MC offers excellent accuracy, easy-to-program and straightforward parallelization. In this study we summarize the recent advances in accelerating simulations of light prop...

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Main Authors: Mesicek, J., Krejcar, O., Selamat, A., Kuca, K.
Format: Conference or Workshop Item
Published: Springer Verlag 2016
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Online Access:http://eprints.utm.my/id/eprint/73671/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84978878319&doi=10.1007%2f978-3-319-42007-3_43&partnerID=40&md5=54c3b0e597ebfa8039f0698ec53b38a6
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spelling my.utm.736712017-11-28T07:42:36Z http://eprints.utm.my/id/eprint/73671/ A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues Mesicek, J. Krejcar, O. Selamat, A. Kuca, K. QA75 Electronic computers. Computer science The Monte Carlo (MC) method is the gold standard in photon migration through 3D media with spatially varying optical properties. MC offers excellent accuracy, easy-to-program and straightforward parallelization. In this study we summarize the recent advances in accelerating simulations of light propagation in biological tissues. The systematic literature review method is involved selecting the relevant studies for the research. With this approach research questions regarding the acceleration techniques are formulated and additional selection criteria are applied. The selected studies are analyzed and the research questions are answered. We discovered that there are several possibilities for accelerating the MC code and the CUDA platform is used in more than 60% of all studies. We also discovered that the trend in GPU acceleration with CUDA has continued in last two years. Springer Verlag 2016 Conference or Workshop Item PeerReviewed Mesicek, J. and Krejcar, O. and Selamat, A. and Kuca, K. (2016) A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues. In: 29th International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2016, 2-4 Aug 2016, Morioka, Japan. https://www.scopus.com/inward/record.uri?eid=2-s2.0-84978878319&doi=10.1007%2f978-3-319-42007-3_43&partnerID=40&md5=54c3b0e597ebfa8039f0698ec53b38a6
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic QA75 Electronic computers. Computer science
spellingShingle QA75 Electronic computers. Computer science
Mesicek, J.
Krejcar, O.
Selamat, A.
Kuca, K.
A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues
description The Monte Carlo (MC) method is the gold standard in photon migration through 3D media with spatially varying optical properties. MC offers excellent accuracy, easy-to-program and straightforward parallelization. In this study we summarize the recent advances in accelerating simulations of light propagation in biological tissues. The systematic literature review method is involved selecting the relevant studies for the research. With this approach research questions regarding the acceleration techniques are formulated and additional selection criteria are applied. The selected studies are analyzed and the research questions are answered. We discovered that there are several possibilities for accelerating the MC code and the CUDA platform is used in more than 60% of all studies. We also discovered that the trend in GPU acceleration with CUDA has continued in last two years.
format Conference or Workshop Item
author Mesicek, J.
Krejcar, O.
Selamat, A.
Kuca, K.
author_facet Mesicek, J.
Krejcar, O.
Selamat, A.
Kuca, K.
author_sort Mesicek, J.
title A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues
title_short A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues
title_full A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues
title_fullStr A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues
title_full_unstemmed A recent study on hardware accelerated Monte Carlo modeling of light propagation in biological tissues
title_sort recent study on hardware accelerated monte carlo modeling of light propagation in biological tissues
publisher Springer Verlag
publishDate 2016
url http://eprints.utm.my/id/eprint/73671/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84978878319&doi=10.1007%2f978-3-319-42007-3_43&partnerID=40&md5=54c3b0e597ebfa8039f0698ec53b38a6
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score 13.154949