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
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