DocumentCode :
2889652
Title :
Optimized GPU based simulation of the incompressible Navier-Stokes equations on a MAC grid
Author :
Itu, Lucian Mihai ; Suciu, Constantin ; Moldoveanu, Florica ; Postelnicu, A.
Author_Institution :
Dept. of Automatics, Transilvania Univeristy of Brasov, Brasov, Romania
fYear :
2011
fDate :
23-25 June 2011
Firstpage :
1
Lastpage :
4
Abstract :
The paper introduces an optimized GPU based implementation of the incompressible Navier-Stokes equations which are solved using the artificial compressibility method. The numerical scheme is based on a finite difference method. The domain on which the simulations have been performed is a backward facing step problem and the discretizations have been carried out on a MAC grid. The most time consuming parts, i.e. the computations of the velocities and of the pressure values, have been moved onto the GPU. Two separate kernels have been defined because there is no communication between the blocks of the GPU grid. Several optimization strategies have incrementally increased the performance of the two kernels. The most important ones are: coalesced global memory, reduced read and copy operations and optimum usage of shared memory. The results of the comparison between the CPU and GPU performance indicate a speed-up which varies from just under one order of magnitude for the coarsest grid up to two orders of magnitude for the finest grid.
Keywords :
Navier-Stokes equations; compressibility; computer graphic equipment; coprocessors; finite difference methods; shared memory systems; MAC grid; artificial compressibility method; coalesced global memory; copy operations; finite difference method; incompressible Navier-Stokes equations; optimized GPU based simulation; read operations; shared memory usage; Computational fluid dynamics; Equations; Graphics processing unit; Instruction sets; Kernel; Navier-Stokes equations; Optimization; GPU; MAC grid; Navier-Stokes equations; optimization; speed-up;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Roedunet International Conference (RoEduNet), 2011 10th
Conference_Location :
Iasi
ISSN :
2068-1038
Print_ISBN :
978-1-4577-1233-3
Type :
conf
DOI :
10.1109/RoEduNet.2011.5993692
Filename :
5993692
Link To Document :
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