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Performance Scaling of Multi-objective Evolutionary Algorithms

by: V Khare, X Yao, K Deb


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X Abstract

MOEAs axe getting immense populaxity in the recent past, mainly because of their ability to find a wide spread of Paxeto-optimal solutions in a single simulation run. Vaxious evolutionary approaches to multi-objective optimization have been proposed since 1985. Some of fairly recent ones axe NSGA-II [9], SPEA2 [19], PESA [1] (which axe included in this study) and others. They all have been mainly applied to two to three objectives. In order to establish their superiority over classical...


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