A Scalarizing One-Stage Algorithm for Efficient Multi-Objective Optimization
A Scalarizing One-Stage Algorithm for Efficient Multi-Objective Optimization
A novel kriging-assisted algorithm is proposed for computationally expensive multi-objective optimization problems, such as those which arise in electromagnetic design. The algorithm combines the multiple objectives into a single objective, which it then optimizes using a one-stage method from singleobjective optimization. Its efficiency is demonstrated by comparison to a random search on a difficult test function.
967-968
Hawe, G.I.
649d9e56-696a-4aef-a882-832d5f94a094
Sykulski, J.K.
d6885caf-aaed-4d12-9ef3-46c4c3bbd7fb
2007
Hawe, G.I.
649d9e56-696a-4aef-a882-832d5f94a094
Sykulski, J.K.
d6885caf-aaed-4d12-9ef3-46c4c3bbd7fb
Hawe, G.I. and Sykulski, J.K.
(2007)
A Scalarizing One-Stage Algorithm for Efficient Multi-Objective Optimization.
16th Conference on the Computation of Electromagnetic Fields COMPUMAG, Aachen, Germany.
25 - 28 Jun 2007.
.
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Conference or Workshop Item
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Abstract
A novel kriging-assisted algorithm is proposed for computationally expensive multi-objective optimization problems, such as those which arise in electromagnetic design. The algorithm combines the multiple objectives into a single objective, which it then optimizes using a one-stage method from singleobjective optimization. Its efficiency is demonstrated by comparison to a random search on a difficult test function.
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COMPUMAG_2007_page_967_JKS+DH.pdf
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Published date: 2007
Additional Information:
Event Dates: 25 – 28 June 2007
Venue - Dates:
16th Conference on the Computation of Electromagnetic Fields COMPUMAG, Aachen, Germany, 2007-06-25 - 2007-06-28
Organisations:
EEE
Identifiers
Local EPrints ID: 264369
URI: http://eprints.soton.ac.uk/id/eprint/264369
PURE UUID: e1bbca69-2ec4-4dce-95be-8b3cfdb0849e
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Date deposited: 02 Aug 2007
Last modified: 15 Mar 2024 02:34
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Contributors
Author:
G.I. Hawe
Author:
J.K. Sykulski
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