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
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;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2013.2240662