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 singl...
Main Authors: | , |
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Format: | Article |
Language: | English |
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2008-06.
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Online Access: | Get fulltext |
LEADER | 00936 am a22001333u 4500 | ||
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001 | 265841 | ||
042 | |a dc | ||
100 | 1 | 0 | |a Hawe, G. I. |e author |
700 | 1 | 0 | |a Sykulski, J. K. |e author |
245 | 0 | 0 | |a A Scalarizing One-Stage Algorithm for Efficient Multi-Objective Optimization |
260 | |c 2008-06. | ||
856 | |z Get fulltext |u https://eprints.soton.ac.uk/265841/1/IEEEvol44no6June2008page1094.pdf | ||
520 | |a 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 single-objective optimization. Inequality and equality constraint handling techniques are included, as is a method for dealing with failed iterations. Its efficiency is demonstrated on the constrained optimization of a pair of Helmholtz coils | ||
655 | 7 | |a Article |