超平面上基于偏好的进化多目标优化

Proceedings of the Companion Publication of the 2014 Annual Conference on Genetic and Evolutionary Computation Pub Date : 2014-07-12 DOI:10.1145/2598394.2598420

Kaname Narukawa, Yuki Tanigaki, H. Ishibuchi

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引用次数: 12

摘要

本文提出用超平面上的高斯函数来表示决策者的偏好。在NSGA-II中，使用偏好来代替拥挤距离作为评估非支配解的第二个标准。在多目标DTLZ问题上证明了该方法的高性能。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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Evolutionary many-objective optimization using preference on hyperplane

This paper proposes to represent the preference of a decision maker by Gaussian functions on a hyperplane. The preference is used to evaluate non-dominated solutions as a second criterion instead of the crowding distance in NSGA-II. High performance of our proposal is demonstrated for many-objective DTLZ problems.

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Proceedings of the Companion Publication of the 2014 Annual Conference on Genetic and Evolutionary Computation

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