• DocumentCode
    3339400
  • Title

    Monte Carlo simulation of X-ray imaging using a graphics processing unit

  • Author

    Badal, Andreu ; Badano, Aldo

  • Author_Institution
    Office of Sci. & Eng. Labs., Center for Devices & Radiol. Health, Silver Spring, MD, USA
  • fYear
    2009
  • fDate
    Oct. 24 2009-Nov. 1 2009
  • Firstpage
    4081
  • Lastpage
    4084
  • Abstract
    A code for Monte Carlo simulations of radiation transport using a Graphics Processing Unit (GPU) is introduced. The code has been developed using the CUDA¿ programming model, an extension to the C language that allows the execution of general purpose computations on the new generation of GPUs from NVIDIA. The accurate Compton and Rayleigh interaction models and interaction mean free paths from the PENELOPE package, and a generic voxelized geometry model, have been implemented in the new code. The secondary particles generated by Compton, photoelectric and pair-production events are not transported. An ideal x-ray detector and a cone beam source can be defined to reproduce an imaging system and facilitate the simulations of medical imaging applications. A 24-fold speed up factor with the GPU compared to the CPU is reported for a radiographic projection of a detailed anthropomorphic female phantom. A description of the simulation algorithm and the technical implementation in the GPU are provided. This work shows that GPUs are already a good alternative to CPUs for Monte Carlo simulation of x-ray transport.
  • Keywords
    Monte Carlo methods; X-ray detection; X-ray imaging; biomedical imaging; radiography; CUDA¿ programming model; Compton interaction model; Monte Carlo simulation; PENELOPE package; Rayleigh interaction model; X-ray detector; X-ray imaging; X-ray transport; anthropomorphic female phantom; cone beam source; general purpose computations; generic voxelized geometry model; graphics processing unit; imaging system; medical imaging applications; radiation transport; radiographic projection; simulation algorithm; Biomedical imaging; Central Processing Unit; Geometry; Graphics; Medical simulation; Optical imaging; Packaging; Solid modeling; X-ray detectors; X-ray imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE
  • Conference_Location
    Orlando, FL
  • ISSN
    1095-7863
  • Print_ISBN
    978-1-4244-3961-4
  • Electronic_ISBN
    1095-7863
  • Type

    conf

  • DOI
    10.1109/NSSMIC.2009.5402382
  • Filename
    5402382