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Reliability-based optimization for multiple constraints with evolutionary algorithms
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Daum, David A., Deb, Kalyanmoy and Branke, Jürgen (2007) Reliability-based optimization for multiple constraints with evolutionary algorithms. In: IEEE Congress on Evolutionary Computation, Singapore, 25-28 September 2007. Published in: IEEE Transactions on Evolutionary Computation pp. 911-918. doi:10.1109/CEC.2007.4424567 ISSN 1089-778X.
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Official URL: http://dx.doi.org/10.1109/CEC.2007.4424567
Abstract
In this paper, we combine reliability-based optimization with a multi-objective evolutionary algorithm for handling uncertainty in decision variables and parameters. This work is an extension to a previous study by the second author and his research group to more accurately compute a multi-constraint reliability. This means that the overall reliability of a solution regarding all constraints is examined, instead of a reliability computation of only one critical constraint. First, we present a brief introduction into this so-called 'structural reliability' aspects. Thereafter, we introduce a method for identifying inactive constraints according to the reliability evaluation. With this method, we show that with less number of constraint evaluations, an identical solution can be achieved. Furthermore, we apply our approach to a number of problems including a real-world car side impact design problem to illustrate our method.
| Item Type: | Conference Item (Paper) | ||||
|---|---|---|---|---|---|
| Subjects: | Q Science > Q Science (General) Q Science > QA Mathematics |
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| Divisions: | Faculty of Social Sciences > Warwick Business School | ||||
| Library of Congress Subject Headings (LCSH): | Reliability (Engineering) -- Statistical methods, Statistical decision -- Research, Evolutionary computation -- Research, Mathematical optimization, Uncertainty (Information theory) | ||||
| Journal or Publication Title: | IEEE Transactions on Evolutionary Computation | ||||
| Publisher: | IEEE | ||||
| ISSN: | 1089-778X | ||||
| Official Date: | 2007 | ||||
| Dates: |
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| Page Range: | pp. 911-918 | ||||
| DOI: | 10.1109/CEC.2007.4424567 | ||||
| Status: | Not Peer Reviewed | ||||
| Access rights to Published version: | Open Access (Creative Commons) | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | IEEE Congress on Evolutionary Computation | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Singapore | ||||
| Date(s) of Event: | 25-28 September 2007 |
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