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Balancing Exploration and Exploitation using Kriging Surrogate Models in Electromagnetic Design Optimization

Balancing Exploration and Exploitation using Kriging Surrogate Models in Electromagnetic Design Optimization
Balancing Exploration and Exploitation using Kriging Surrogate Models in Electromagnetic Design Optimization
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.
1-4244-0319-7
226-226
IEEE
Hawe, G.I.
649d9e56-696a-4aef-a882-832d5f94a094
Sykulski, J.K.
d6885caf-aaed-4d12-9ef3-46c4c3bbd7fb
Hawe, G.I.
649d9e56-696a-4aef-a882-832d5f94a094
Sykulski, J.K.
d6885caf-aaed-4d12-9ef3-46c4c3bbd7fb

Hawe, G.I. and Sykulski, J.K. (2006) Balancing Exploration and Exploitation using Kriging Surrogate Models in Electromagnetic Design Optimization. In, Digest Book of the Twelfth Biennial IEEE Conference on Electromagnetic Field Computation. IEEE, p. 226.

Record type: Book Section

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.

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CEFC_2006_page_226.pdf - Other
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More information

Published date: 2006
Additional Information: IEEE Catalog Number: 06EX1354 Digest CD ISBN: 1-4244-0320-0
Organisations: EEE

Identifiers

Local EPrints ID: 262517
URI: http://eprints.soton.ac.uk/id/eprint/262517
ISBN: 1-4244-0319-7
PURE UUID: 3a46cedf-3e6e-4b3a-9d11-c601cdaf7512
ORCID for J.K. Sykulski: ORCID iD orcid.org/0000-0001-6392-126X

Catalogue record

Date deposited: 06 May 2006
Last modified: 07 Oct 2020 02:28

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