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Cellular automata and GPGPU: an application to Lava flow modeling

D'Ambrosio, Donato and Filippone, Giuseppe and Rongo, Rocco and Spataro, William and Trunfio, Giuseppe Andrea (2012) Cellular automata and GPGPU: an application to Lava flow modeling. International Journal of Grid and High Performance Computing, Vol. 4 (3), p. 30-47. eISSN 1938-0267. Article.

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DOI: 10.4018/jghpc.2012070102

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Abstract

This paper presents an efficient implementation of the SCIARA Cellular Automata computational model for simulating lava flows using the Compute Unified Device Architecture (CUDA) interface developed by NVIDIA and carried out on Graphical Processing Units (GPU). GPUs are specifically designated for efficiently processing graphic data sets. However, they are also recently being exploited for achieving excellent computational results for applications non-directly connected with Computer Graphics. The authors show an implementation of SCIARA and present results referred to a Tesla GPU computing processor, a NVIDIA device specifically designed for High Performance Computing, and a Geforce GT 330M commodity graphic card. Their carried out experiments show that significant performance improvements are achieved, over a factor of 100, depending on the problem size and type of performed memory optimization. Experiments have confirmed the effectiveness and validity of adopting graphics hardware as an alternative to expensive hardware solutions, such as cluster or multi-core machines, for the implementation of Cellular Automata models.

Item Type:Article
ID Code:7979
Status:Published
Refereed:Yes
Uncontrolled Keywords:Cellular Automata, computer graphics, Computer Unified Device Architecture (CUDA), GPU programming, Graphic Processing Units (GPU), Lava flow simulation
Subjects:Area 09 - Ingegneria industriale e dell'informazione > ING-INF/05 Sistemi di elaborazione delle informazioni
Divisions:001 Università di Sassari > 01-a Nuovi Dipartimenti dal 2012 > Architettura, Design e Urbanistica
Publisher:IGI Global
eISSN:1938-0267
Deposited On:24 Sep 2012 09:06

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