Adaptive Weighted Expected Improvement With Rewards Approach in Kriging Assisted Electromagnetic Design

The paper explores kriging surrogate modelling combined with expected improvement approach for the design of electromagnetic devices. A novel algorithm based on the concept of rewards is proposed, tested and demonstrated in the context of TEAM Workshop Problem 22. Balancing exploration and exploitat...

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Bibliographic Details
Main Authors: Xiao, Song (Author), Rotaru, M. (Author), Sykulski, J.K (Author)
Format: Article
Language:English
Published: 2013-05.
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Summary:The paper explores kriging surrogate modelling combined with expected improvement approach for the design of electromagnetic devices. A novel algorithm based on the concept of rewards is proposed, tested and demonstrated in the context of TEAM Workshop Problem 22. Balancing exploration and exploitation is emphasized and robustness of the design considered.