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
fDate :
Oct. 24 2009-Nov. 1 2009
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;
Conference_Titel :
Nuclear Science Symposium Conference Record (NSS/MIC), 2009 IEEE
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4244-3961-4
Electronic_ISBN :
1095-7863
DOI :
10.1109/NSSMIC.2009.5402382