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Matrix-Free Conjugate Gradient Methods for Finite Element Simulations on GPUs

A block-structured approach for solving 2-dimensional finite element approximations of the Poisson equation on graphics processing units(GPUs) is developed. Linear triangular elements are used, and a matrix-free version of the conjugate gradient method is utilized for solving test problems with over 30 million elements. A speedup of 24 is achieved on a NVIDIA Tesla C1060 GPU when compared to a serial CPU version of the same solution approach, and a comparison is made with previous GPU implementations of the same problem.

Identiferoai:union.ndltd.org:UPSALLA1/oai:DiVA.org:ntnu-10826
Date January 2010
CreatorsRefsnæs, Runar Heggelien
PublisherNorges teknisk-naturvitenskapelige universitet, Institutt for fysikk, Institutt for matematiske fag
Source SetsDiVA Archive at Upsalla University
LanguageEnglish
Detected LanguageEnglish
TypeStudent thesis, info:eu-repo/semantics/bachelorThesis, text
Formatapplication/pdf
Rightsinfo:eu-repo/semantics/openAccess

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