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A Scalarizing One-Stage Algorithm for Efficient Multi-Objective Optimization

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
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. 24 - 27 Jun 2007. pp. 967-968 .

Record type: Conference or Workshop Item (Paper)

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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More information

Published date: 2007
Additional Information: Event Dates: 25 – 28 June 2007
Venue - Dates: 16th Conference on the Computation of Electromagnetic Fields COMPUMAG, Aachen, Germany, 2007-06-24 - 2007-06-27
Organisations: EEE

Identifiers

Local EPrints ID: 264369
URI: http://eprints.soton.ac.uk/id/eprint/264369
PURE UUID: e1bbca69-2ec4-4dce-95be-8b3cfdb0849e
ORCID for J.K. Sykulski: ORCID iD orcid.org/0000-0001-6392-126X

Catalogue record

Date deposited: 02 Aug 2007
Last modified: 07 Oct 2020 02:29

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