A Scalarizing One-Stage Algorithm for Efficient Multi-Objective Optimization
Hawe, G. I. and Sykulski, J. K. (2008) A Scalarizing One-Stage Algorithm for Efficient Multi-Objective Optimization. IEEE Transactions on Magnetics, 44, (6), 1094-1097. (doi:10.1109/TMAG.2007.915977).
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Description/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 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
| Item Type: | Article |
|---|---|
| ISSNs: | 0018-9464 |
| Keywords: | Kriging, optimization methods |
| Divisions: | Faculty of Physical Sciences and Engineering > Electronics and Computer Science > EEE |
| Item ID: | 265841 |
| Date Deposited: | 04 Jun 2008 12:52 |
| Last Modified: | 09 May 2013 13:52 |
| Contributors: | Hawe, G. I. (Author) Sykulski, J. K. (Author) |
| Date: | June 2008 |
| Status: | Published |
| Further Information: | Google Scholar |
| ISI Citation Count: | 2 |
| URI: | http://eprints.soton.ac.uk/id/eprint/265841 |
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