A Recent Study on Hardware Accelerated Monte Carlo Modeling of Light Propagation in Biological Tissues

被引:2
|
作者
Mesicek, Jakub [1 ,2 ]
Krejcar, Ondrej [1 ]
Selamat, Ali [1 ,3 ]
Kuca, Kamil [1 ,2 ]
机构
[1] Univ Hradec Kralove, Fac Informat & Management, Ctr Basic & Appl Res, Hradec Kralove, Czech Republic
[2] Univ Hosp Hradec Kralove, Biomed Res Ctr, Hradec Kralove, Czech Republic
[3] Univ Teknol Malaysia, Fac Comp, Johor Baharu, Malaysia
关键词
Monte Carlo; Turbid media; Photon migration; Parallelization; CUDA; TURBID MEDIA; PHOTON MIGRATION; SKIN-LESIONS; SIMULATION; RECONSTRUCTION; OPTIMIZATION; CODE;
D O I
10.1007/978-3-319-42007-3_43
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:493 / 502
页数:10
相关论文
共 50 条
  • [41] Parallel, multi-purpose Monte Carlo code for simulation of light propagation in segmented tissues
    Wojtkiewicz, Stanislaw
    Liebert, Adam
    BIOCYBERNETICS AND BIOMEDICAL ENGINEERING, 2021, 41 (04) : 1303 - 1321
  • [42] The Propagation of Laser Light in Skin by Monte Carlo-Diffusion Method: A Fast and Accurate Method to Simulate Photon Migration in Biological Tissues
    Golshan, Maryam Afsari
    Tarei, Maryam Ghasemi
    Ansari, Mohammad Ali
    Amjadi, Ahmad
    JOURNAL OF LASERS IN MEDICAL SCIENCES, 2011, 2 (03) : 109 - 114
  • [43] History of Monte Carlo modeling of light transport in tissues using mcml.c
    Jacques, Steven L.
    JOURNAL OF BIOMEDICAL OPTICS, 2022, 27 (08)
  • [44] LIGHT-PROPAGATION IN MULTILAYER SCATTERING MEDIA - MODELING BY THE MONTE-CARLO METHOD
    YAROSLAVSKY, IV
    TUCHIN, VV
    OPTIKA I SPEKTROSKOPIYA, 1992, 72 (04): : 934 - 939
  • [45] AO3D: A Monte Carlo code for modeling of environmental light propagation
    Bates, David E.
    Porter, John N.
    JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER, 2008, 109 (10): : 1802 - 1814
  • [46] Implementation of Monte Carlo algorithm in parallel for modeling the propagation of light in adult human skin
    Munoz, A.
    Lopez, G.
    INGENIERIA UC, 2018, 25 (02): : 158 - 165
  • [47] Monte Carlo modeling (MCML) of light propagation in skin layers for detection of fat thickness
    Nilubol, Chonnipa
    Treerattrakoon, Kiatnida
    Mohammed, Waleed S.
    SOUTHEAST ASIAN INTERNATIONAL ADVANCES IN MICRO/NANOTECHNOLOGY, 2010, 7743
  • [48] Modeling Light Propagation Through Bragg Reflection Gratings With an Adapted Monte Carlo Method
    Pelleg, Ben E.
    Fontecchio, Adam K.
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2014, 32 (12) : 2228 - 2232
  • [49] MONTE CARLO SIMULATION OF POLARIZED LIGHT SCATTERING IN TISSUES
    Yun, Tianliang
    Li, Wei
    Jiang, Xiaoyu
    Ma, Hui
    ADVANCES IN BIOMEDICAL PHOTONICS AND IMAGING, 2008, : 57 - +
  • [50] MONTE CARLO SIMULATION OF POLARIZED LIGHT SCATTERING IN TISSUES
    Yun, Tianliang
    Li, Wei
    Jiang, Xiaoyu
    Ma, Hui
    JOURNAL OF INNOVATIVE OPTICAL HEALTH SCIENCES, 2009, 2 (02) : 131 - 135