Exploration versus Exploitation Using Kriging Surrogate Modelling in Electromagnetic Design
Exploration versus Exploitation Using Kriging Surrogate Modelling in Electromagnetic Design
This paper discusses the use of kriging surrogate modelling in multiobjective design optimisation in electromagnetics. The importance of achieving appropriate balance between exploration and exploitation is emphasised when searching for the global optimum. It is argued that this approach will yield a procedure to solve time consuming electromagnetic design problems efficiently and will also assist the decision making process to achieve a robust design of practical devices considering tolerances and uncertainties.
978-972-8822-24-8
OS.1.6
Xiao, Song
6ffa9657-513e-4b86-86a2-e560d3c09c72
Rotaru, M
c53c5038-2fed-4ace-8fad-9f95d4c95b7e
Sykulski, J.K.
d6885caf-aaed-4d12-9ef3-46c4c3bbd7fb
1 September 2011
Xiao, Song
6ffa9657-513e-4b86-86a2-e560d3c09c72
Rotaru, M
c53c5038-2fed-4ace-8fad-9f95d4c95b7e
Sykulski, J.K.
d6885caf-aaed-4d12-9ef3-46c4c3bbd7fb
Xiao, Song, Rotaru, M and Sykulski, J.K.
(2011)
Exploration versus Exploitation Using Kriging Surrogate Modelling in Electromagnetic Design.
In,
ISEF 2011 - XV International Symposium on Electromagnetic Fields in Mechatronics, Electrical and Electronic Engineering.
.
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Abstract
This paper discusses the use of kriging surrogate modelling in multiobjective design optimisation in electromagnetics. The importance of achieving appropriate balance between exploration and exploitation is emphasised when searching for the global optimum. It is argued that this approach will yield a procedure to solve time consuming electromagnetic design problems efficiently and will also assist the decision making process to achieve a robust design of practical devices considering tolerances and uncertainties.
Text
ISEF2011_SX_MR_JKS.pdf
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More information
Published date: 1 September 2011
Additional Information:
Funchal, Madeira, September 1-3, 2011 Chapter: OS1
Organisations:
EEE
Identifiers
Local EPrints ID: 272764
URI: http://eprints.soton.ac.uk/id/eprint/272764
ISBN: 978-972-8822-24-8
PURE UUID: 7c8c773d-01a0-4486-8f80-16b93a323687
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Date deposited: 12 Sep 2011 14:54
Last modified: 15 Mar 2024 02:34
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Contributors
Author:
Song Xiao
Author:
M Rotaru
Author:
J.K. Sykulski
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