DocumentCode
55576
Title
Adaptive Weighted Expected Improvement With Rewards Approach in Kriging Assisted Electromagnetic Design
Author
Song Xiao ; Rotaru, Marius ; Sykulski, Jan K.
Author_Institution
Electron. & Comput. Sci. (ECS, Univ. of Southampton, Southampton, UK
Volume
49
Issue
5
fYear
2013
fDate
May-13
Firstpage
2057
Lastpage
2060
Abstract
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.
Keywords
computational electromagnetics; electromagnetic devices; regression analysis; TEAM Workshop Problem 22; adaptive weighted expected improvement; electromagnetic devices; kriging assisted electromagnetic design; kriging surrogate modelling; rewards approach; Computational electromagnetics; design optimization; pareto optimization; topology;
fLanguage
English
Journal_Title
Magnetics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9464
Type
jour
DOI
10.1109/TMAG.2013.2240662
Filename
6515070
Link To Document