DocumentCode :
3575024
Title :
Accelerated Solution of Helmholtz Equation with Iterative Krylov Methods on GPU
Author :
Cheik Ahamed, Abal-Kassim ; Magoules, Frederic
Author_Institution :
CUDA Res. Center, Ecole Centrale Paris, Paris, France
fYear :
2014
Firstpage :
54
Lastpage :
61
Abstract :
This paper gives an analysis and an evaluation of linear algebra operations on Graphics Processing Unit (GPU) with complex number arithmetics with double precision. Knowing the performance of these operations, iterative Krylov methods are considered to solve the acoustic problem efficiently. Numerical experiments carried out on a set of acoustic matrices arising from the modelisation of acoustic phenomena within a cylinder and a car compartment are exposed, exhibiting the performance, robustness and efficiency of our algorithms, with a ratio up to 27× for dot product, 10× for sparse matrix-vector product and solvers in complex double precision arithmetics.
Keywords :
acoustic analysis; automotive components; digital arithmetic; graphics processing units; iterative methods; linear algebra; matrix multiplication; mechanical engineering computing; GPU; accelerated Helmholtz equation solution; acoustic matrices; acoustic phenomena; acoustic problem; car compartment; complex double precision arithmetics; complex number arithmetics; cylinder; graphics processing unit; iterative Krylov methods; linear algebra operations; sparse matrix-vector product; Acoustics; Bandwidth; Graphics processing units; Iron; Sparse matrices; Three-dimensional displays; Vectors; Acoustic; CUDA; Graphics Processing Unit; Helmholtz equation; Krylov method; Linear algebra operation; Parallel computing; Sparse matrix;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing and Communications, 2014 IEEE 6th Intl Symp on Cyberspace Safety and Security, 2014 IEEE 11th Intl Conf on Embedded Software and Syst (HPCC,CSS,ICESS), 2014 IEEE Intl Conf on
Print_ISBN :
978-1-4799-6122-1
Type :
conf
DOI :
10.1109/HPCC.2014.16
Filename :
7056718
Link To Document :
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