DocumentCode :
1815099
Title :
Proper parallel Monte Carlo for computed tomography of volcanoes
Author :
Schweitzer, Pierre ; Mazel, Claude ; Fehr, Felix ; Carloganu, Cristina ; Hill, David R. C.
Author_Institution :
LIMOS, Univ. Blaise Pascal, Aubière, France
fYear :
2013
fDate :
1-5 July 2013
Firstpage :
519
Lastpage :
526
Abstract :
Most Monte Carlo simulations can be parallelized, or at least easily distributed. However, the parallelization of such programs is not mainstream. In this paper, we propose good practices to distribute a Monte Carlo simulation for computed tomography. We apply this to large edifices (such as volcanoes or pyramids) and give a particular focus on performances. The work included first the optimization of an existing sequential prototype and second the use of reliable parallel random streams. The optimized parallel version runs on a Symmetric Multi-Processor (SMP) and shows a fine and scalable speedup. The cumulated optimizations (sequential and parallel) enabled a speedup of 400X on a 32 cores SMP.
Keywords :
Monte Carlo methods; computerised tomography; geophysics computing; multiprocessing systems; parallel programming; volcanology; SMP; computed tomography; parallel Monte Carlo simulations; parallel random streams; program parallelization; sequential prototype optimization; symmetric multiprocessor; volcanoes; Computational modeling; Generators; Java; Mesons; Monte Carlo methods; Optimization; Volcanoes; Monte Carlo Tomography; distributed computing; optimization; parallel random numbers;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Simulation (HPCS), 2013 International Conference on
Conference_Location :
Helsinki
Print_ISBN :
978-1-4799-0836-3
Type :
conf
DOI :
10.1109/HPCSim.2013.6641463
Filename :
6641463
Link To Document :
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