DocumentCode
1962755
Title
Balancing Exploration Exploitation using Kriging Surrogate Models in Electromagnetic Design Optimization
Author
Hawe, G.I. ; Sykulski, J.K.
Author_Institution
Sch. of Electron. & Comput. Sci., Southampton Univ.
fYear
0
fDate
0-0 0
Firstpage
229
Lastpage
229
Abstract
The balance between exploration and exploitation is an important issue when attempting to find the global minimum of an objective function. This paper describes how this balance may be carefully controlled when using Kriging surrogate models to approximate the objective function
Keywords
electromagnetic field theory; statistical analysis; electromagnetic design optimization; exploitation; exploration; kriging surrogate models; objective function; Computational efficiency; Constraint optimization; Design optimization; Electric variables control; Electromagnetic devices; Electromagnetic modeling; Gaussian distribution; Predictive models; Uncertainty; Writing;
fLanguage
English
Publisher
ieee
Conference_Titel
Electromagnetic Field Computation, 2006 12th Biennial IEEE Conference on
Conference_Location
Miami, FL
Print_ISBN
1-4244-0320-0
Type
conf
DOI
10.1109/CEFC-06.2006.1633019
Filename
1633019
Link To Document