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  4. GPU-accelerated Optimization with Structural Analysis
 
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2023
Presentation
Title

GPU-accelerated Optimization with Structural Analysis

Title Supplement
Conference Paper presented at NAFEMS World Congress, NWC 2023, 15-18 May 2023, Tampa, Florida, USA
Abstract
In this work we demonstrate how optimization scenarios can benefit from GPU-accelerated structural analysis simulations with examples in the domains design of experiment, topology optimization and multi-phase topology optimization. We show that it is important to also come up with a GPU-accelerated optimization algorithm to minimize overall run times. With an efficient novel linear solver, the resulting speedups enable in-situ optimizations, i.e., the possibility to inspect the optimization algorithm during run time enabling to gather a deeper understanding of the algorithms or to abort optimization runs earlier if configurations have been specified incorrectly.
Author(s)
Weber, Daniel
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Mueller-Roemer, Johannes Sebastian  orcid-logo
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Ferreira, Stephanie
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Besler, Sebastian
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Stork, Andre
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Conference
International Association for the Engineering Analysis Community (NAFEMS World Congress) 2023  
Link
Link
Language
English
Fraunhofer-Institut für Graphische Datenverarbeitung IGD  
Keyword(s)
  • Branche: Automotive Industry

  • Research Line: (Interactive) simulation (SIM)

  • LTA: Machine intelligence, algorithms, and data structures (incl. semantics)

  • Computer simulation

  • Finite element analysis

  • Optimization

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