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Surrogate-based sequential Bayesian experimental design using non-stationary Gaussian Processes

  • Published:2021-11 Issue: Volume:385 Page:114007
  • ISSN:0045-7825
  • Container-title:Computer Methods in Applied Mechanics and Engineering
  • language:en
  • Short-container-title:Computer Methods in Applied Mechanics and Engineering

Author:

Pandita PiyushORCID,Tsilifis PanagiotisORCID,Awalgaonkar Nimish M.,Bilionis Ilias,Panchal Jitesh

Funder

National Science Foundation

Publisher

Elsevier BV

Subject

Computer Science Applications,General Physics and Astronomy,Mechanical Engineering,Mechanics of Materials,Computational Mechanics

Reference53 articles.

1. Kriging is well-suited to parallelize optimization;Ginsbourger,2010

2. Sequential Analysis and Optimal Design;Chernoff,1972

3. Optimal Design of Experiments;Pukelsheim,2006

4. Sequential Experimentation in Clinical Trials: Design and Analysis;Bartroff,2012

5. On Bayesian A-and D-optimal experimental designs in infinite dimensions;Alexanderian;Bayesian Anal.,2016

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