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...

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Bibliographic Details
Main Authors: Hawe, G. I. (Author), Sykulski, J. K. (Author)
Format: Article
Language:English
Published: 2008-06.
Subjects:
Online Access:Get fulltext
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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