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GPU-based parallel algorithms for sparse nonlinear systems

delete2012-09-01
delete15
PRE
AI
G
Galiano, V.
H
Héctor Migallón
M
Migallon, V. *
J
José Penadés
DOI:10.1016/j.jpdc.2011.10.016delete
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摘要

摘要

En 中文
In this work we describe some parallel algorithms for solving nonlinear systems using CUDA (Compute Unified Device Architecture) over a CPU (Graphics Processing Unit). The proposed algorithms are based on both the Fletcher-Reeves version of the nonlinear conjugate gradient method and a polynomial preconditioner type based on block two-stage methods. Several strategies of parallelization and different storage formats for sparse matrices are discussed. The reported numerical experiments analyze the behavior of these algorithms working in a fine grain parallel environment compared with a thread-based environment. (C) 2011 Elsevier Inc. All rights reserved.
Keyword:
GPGPU
GPU libraries
Multicore architectures
Nonlinear conjugate gradient algorithms
Parallel preconditioners
Bratu problem

期刊

Journal of Parallel and Distributed Computing 封面图
Journal of Parallel and Distributed Computing
IF:
4
论文数:
3.8K
被引数:
4.8K

机构

U
universitat d'alacant
学者数:
6.9K
论文数: 7.0K
被引数: 12
U
universidad miguel hernandez de elche
学者数:
6.3K
论文数: 5.2K
被引数: 1
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