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2004 | OriginalPaper | Chapter

An Extension of Generalized Differential Evolution for Multi-objective Optimization with Constraints

Authors : Saku Kukkonen, Jouni Lampinen

Published in: Parallel Problem Solving from Nature - PPSN VIII

Publisher: Springer Berlin Heidelberg

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In this paper an extension of Generalized Differential Evolution for constrained multi-objective (Pareto-)optimization is proposed. The proposed extension adds a mechanism for maintaining extent and distribution of the obtained non-dominated solutions approximating a Pareto front. The proposed extension is tested with a set of five benchmark multi-objective test problems and results are numerically compared to known global Pareto fronts and to results obtained with the elitist Non-Dominated Sorting Genetic Algorithm and Generalized Differential Evolution. Results show that the extension improves extent and distribution of solutions of Generalized Differential Evolution.

Metadata
Title
An Extension of Generalized Differential Evolution for Multi-objective Optimization with Constraints
Authors
Saku Kukkonen
Jouni Lampinen
Copyright Year
2004
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-540-30217-9_76

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