Development of a GPU-based Monte Carlo dose calculation code for coupled electron-photon transport

被引:101
作者
Jia, Xun [1 ]
Gu, Xuejun [1 ]
Sempau, Josep [2 ]
Choi, Dongju [3 ]
Majumdar, Amitava [3 ]
Jiang, Steve B. [1 ]
机构
[1] Univ Calif San Diego, Dept Radiat Oncol, La Jolla, CA 92037 USA
[2] Univ Politecn Cataluna, Inst Tech Energet, E-08028 Barcelona, Spain
[3] Univ Calif San Diego, San Diego Supercomp Ctr, La Jolla, CA 92093 USA
关键词
DEFORMABLE IMAGE REGISTRATION; GRAPHICS HARDWARE; CALCULATION TOOL; RECONSTRUCTION; RADIOTHERAPY; SIMULATION; DPM; IMPLEMENTATION; ALGORITHM; VALIDATION;
D O I
10.1088/0031-9155/55/11/006
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Monte Carlo simulation is the most accurate method for absorbed dose calculations in radiotherapy. Its efficiency still requires improvement for routine clinical applications, especially for online adaptive radiotherapy. In this paper, we report our recent development on a GPU-based Monte Carlo dose calculation code for coupled electron-photon transport. We have implemented the dose planning method (DPM) Monte Carlo dose calculation package (Sempau et al 2000 Phys. Med. Biol. 45 2263-91) on the GPU architecture under the CUDA platform. The implementation has been tested with respect to the original sequential DPM code on the CPU in phantoms with water-lung-water or water-bone-water slab geometry. A 20 MeV mono-energetic electron point source or a 6 MV photon point source is used in our validation. The results demonstrate adequate accuracy of our GPU implementation for both electron and photon beams in the radiotherapy energy range. Speed-up factors of about 5.0-6.6 times have been observed, using an NVIDIA Tesla C1060 GPU card against a 2.27 GHz Intel Xeon CPU processor.
引用
收藏
页码:3077 / 3086
页数:10
相关论文
共 33 条
[1]   GEANT4-a simulation toolkit [J].
Agostinelli, S ;
Allison, J ;
Amako, K ;
Apostolakis, J ;
Araujo, H ;
Arce, P ;
Asai, M ;
Axen, D ;
Banerjee, S ;
Barrand, G ;
Behner, F ;
Bellagamba, L ;
Boudreau, J ;
Broglia, L ;
Brunengo, A ;
Burkhardt, H ;
Chauvie, S ;
Chuma, J ;
Chytracek, R ;
Cooperman, G ;
Cosmo, G ;
Degtyarenko, P ;
Dell'Acqua, A ;
Depaola, G ;
Dietrich, D ;
Enami, R ;
Feliciello, A ;
Ferguson, C ;
Fesefeldt, H ;
Folger, G ;
Foppiano, F ;
Forti, A ;
Garelli, S ;
Giani, S ;
Giannitrapani, R ;
Gibin, D ;
Cadenas, JJG ;
González, I ;
Abril, GG ;
Greeniaus, G ;
Greiner, W ;
Grichine, V ;
Grossheim, A ;
Guatelli, S ;
Gumplinger, P ;
Hamatsu, R ;
Hashimoto, K ;
Hasui, H ;
Heikkinen, A ;
Howard, A .
NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT, 2003, 506 (03) :250-303
[2]   PENELOPE - AN ALGORITHM FOR MONTE-CARLO SIMULATION OF THE PENETRATION AND ENERGY-LOSS OF ELECTRONS AND POSITRONS IN MATTER [J].
BARO, J ;
SEMPAU, J ;
FERNANDEZVAREA, JM ;
SALVAT, F .
NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION B-BEAM INTERACTIONS WITH MATERIALS AND ATOMS, 1995, 100 (01) :31-46
[3]  
BIELAJEW AF, 1994, PIRS0436 EGS4 NAT RE
[4]  
Briesmeister JF, 1993, LA12625M LOS AL NAT
[5]   Photon beam relative dose validation of the DPM Monte Carlo code in lung-equivalent media [J].
Chetty, IJ ;
Charland, PM ;
Tyagi, N ;
McShan, DL ;
Fraass, BA ;
Bielajew, AF .
MEDICAL PHYSICS, 2003, 30 (04) :563-573
[6]   Benchmarking of the Dose Planning Method (DPM) Monte Carlo code using electron beams from a racetrack microtron [J].
Chetty, IJ ;
Moran, JM ;
McShan, DL ;
Fraass, BA ;
Wilderman, SJ ;
Bielajew, AF .
MEDICAL PHYSICS, 2002, 29 (06) :1035-1041
[7]   Implementation and evaluation of various demons deformable image registration algorithms on a GPU [J].
Gu, Xuejun ;
Pan, Hubert ;
Liang, Yun ;
Castillo, Richard ;
Yang, Deshan ;
Choi, Dongju ;
Castillo, Edward ;
Majumdar, Amitava ;
Guerrero, Thomas ;
Jiang, Steve B. .
PHYSICS IN MEDICINE AND BIOLOGY, 2010, 55 (01) :207-219
[8]   GPU-based ultra-fast dose calculation using a finite size pencil beam model [J].
Gu, Xuejun ;
Choi, Dongju ;
Men, Chunhua ;
Pan, Hubert ;
Majumdar, Amitava ;
Jiang, Steve B. .
PHYSICS IN MEDICINE AND BIOLOGY, 2009, 54 (20) :6287-6297
[9]   Fast convolution-superposition dose calculation on graphics hardware [J].
Hissoiny, Sami ;
Ozell, Benoit ;
Despres, Philippe .
MEDICAL PHYSICS, 2009, 36 (06) :1998-2005
[10]  
Jacques R, 2008, HIGH PERF MED IM COM