DocumentCode :
1949676
Title :
Performance of CUDA GPU in Monte Carlo simulation of light-skin diffuse reflectance spectra
Author :
Yusoff, M.N.S. ; Jaafar, M.S.
Author_Institution :
Med. Phys. & Radiat. Sci. Res. Group, Univ. Sains Malaysia, Minden, Malaysia
fYear :
2012
fDate :
17-19 Dec. 2012
Firstpage :
264
Lastpage :
269
Abstract :
We evaluated the simulation of light-skin diffuse reflectance spectra using graphic processing unit (GPU)-based Monte Carlo for Multi-Layered Media (MCML) which is known as CUDAMCML. The platform was a laptop with 2.3 GHz processor (Intel Core i5-2410M) supported by NVIDIA´s Compute Unified Device Architecture (CUDA) graphic card (GeForce GT 520M). A simplified three-layered skin tissue model at 380 - 780 nm wavelengths with interval of 10 nm was used as simulation problem. The comparison was on diffuse reflectance values computed by CUDAMCML and traditional MCML as well as their computation performance. This study observed small differences of diffuse reflectance values (0.03 - 0.68 %) between CUDAMCML and MCML which increased with increasing wavelengths. CUDAMCML offers an extremely practical computation time of 6.4 minutes compared to MCML which took 7.6 hours in the simulation of spectral diffuse reflectance. A total of 71.19-fold speed-up was achieved which varied across the wavelengths. The acceleration by CUDA GPU offers capability of running bulk data in computer-aided photodiagnosis of the skin tissue model.
Keywords :
Monte Carlo methods; biocomputing; biomedical electronics; graphics processing units; parallel architectures; patient diagnosis; reflectivity; skin; spectra; CUDA GPU; CUDAMCML; GeForce GT 520M; Intel Core i5-2410M; Monte Carlo simulation; NVIDIA; computation performance; compute unified device architecture; computer-aided photodiagnosis; diffuse reflectance value; frequency 2.3 GHz; graphic card; graphic processing unit; laptop; light-skin diffuse reflectance spectra; multilayered media; spectral diffuse reflectance; three-layered skin tissue model; time 6.4 min; wavelength 380 nm to 780 nm; CUDAMCML; GPU-Monte Carlo; light-skin diffuse reflectance;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Engineering and Sciences (IECBES), 2012 IEEE EMBS Conference on
Conference_Location :
Langkawi
Print_ISBN :
978-1-4673-1664-4
Type :
conf
DOI :
10.1109/IECBES.2012.6498056
Filename :
6498056
Link To Document :
بازگشت