Title :
Parallel Algorithm for Meshfree Radial Point Interpolation Method on Graphics Hardware
Author :
Nakata, Susumu ; Takeda, Yu ; Fujita, Norihisa ; Ikuno, Soichiro
Author_Institution :
Ritsumeikan Univ., Kusatsu, Japan
fDate :
5/1/2011 12:00:00 AM
Abstract :
This study provides a parallel algorithm for meshfree analysis based on the radial point interpolation method. This algorithm is designed to suit graphics hardware that support compute unified device architecture, NVIDIA´s software development environment on graphics processing units (GPUs). The radial point interpolation method is a meshfree method that enables strict imposition of Dirichlet boundary conditions, and it mainly consists of two steps: the process for assembly of the discrete linear system and the process for solving the linear system. This paper shows that both the processes can be performed effectively on the GPU by applying our parallel algorithm and at the same time, the costs for data transfer to and from the GPU can be reduced, because the processes related to the discrete linear system are performed independently on the GPU. Our numerical tests confirm that the algorithm performed on the GPU accelerates the computations by a factor of maximum 15.
Keywords :
computer graphic equipment; coprocessors; discrete systems; interpolation; linear systems; parallel algorithms; parallel architectures; CUDA; Dirichlet boundary condition; NVIDIA software development; compute unified device architecture; discrete linear system; graphics hardware; graphics processing unit; meshfree radial point interpolation; numerical test; parallel algorithm; Assembly; Boundary conditions; Graphics processing unit; Interpolation; Linear systems; Parallel algorithms; Shape; Boundary value problems; meshfree method; numerical analysis; parallel algorithm;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2010.2091110