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  4. Efficient GPU data structures and methods to solve sparse linear systems in dynamics applications
 
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2013
Journal Article
Titel

Efficient GPU data structures and methods to solve sparse linear systems in dynamics applications

Abstract
We present graphics processing unit (GPU) data structures and algorithms to efficiently solve sparse linear systems that are typically required in simulations of multi-body systems and deformable bodies. Thereby, we introduce an efficient sparse matrix data structure that can handle arbitrary sparsity patterns and outperforms current state-of-the-art implementations for sparse matrix vector multiplication. Moreover, an efficient method to construct global matrices on the GPU is presented where hundreds of thousands of individual element contributions are assembled in a few milliseconds. A finite-element-based method for the simulation of deformable solids as well as an impulse-based method for rigid bodies are introduced in order to demonstrate the advantages of the novel data structures and algorithms. These applications share the characteristic that a major computational effort consists of building and solving systems of linear equations in every time step. Our solving method results in a speed-up factor of up to 13 in comparison to other GPU methods.
Author(s)
Weber, Daniel
Fraunhofer-Institut für Graphische Datenverarbeitung IGD
Bender, Jan
TU Darmstadt
Schnös, Markus
TU Darmstadt
Stork, André
Fraunhofer-Institut für Graphische Datenverarbeitung IGD
Fellner, Dieter W.
Fraunhofer-Institut für Graphische Datenverarbeitung IGD
Zeitschrift
Computer graphics forum
Project(s)
VISTRA
Funder
European Commission EC
Thumbnail Image
DOI
10.1111/j.1467-8659.2012.03227.x
Language
English
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Fraunhofer-Institut für Graphische Datenverarbeitung IGD
Tags
  • interactive simulation

  • GPU computing

  • physically based modeling

  • linear systems

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