Grid enabled sequential design and adaptive metamodeling

  • Authors:
  • Wouter Hendrickx;Dirk Gorissen;Tom Dhaene

  • Affiliations:
  • University of Antwerp, Antwerp, BELGIUM;University of Antwerp, Antwerp, BELGIUM;University of Antwerp, Antwerp, BELGIUM

  • Venue:
  • Proceedings of the 38th conference on Winter simulation
  • Year:
  • 2006

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Abstract

Metamodeling is emerging as a valuable new tool in simulation: complex computer codes can be approximated by surrogate models (analytic, neural network, SVM, etc.) which can easily be evaluated on-the-fly. Adaptive modeling and sequential design further improve the performance of metamodeling frameworks. Grid computing quickly replaces regular cluster computing when it comes to complex calculations. Several efforts use grid computing to facilitate the exploration of simulator outputs. This contribution combines adaptive modeling and sequential design with distributed, grid-based techniques into one metamodeling framework.