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基于权值向量的偏好多目标优化方法

张兴义 蒋小三 张磊

电子学报2016,Vol.44Issue(11):2639-2645,7.
电子学报2016,Vol.44Issue(11):2639-2645,7.DOI:10.3969/j.issn.0372-2112.2016.11.011

基于权值向量的偏好多目标优化方法

A Weight Vector Based Mu lti-objective Opti mization Algorith m with Preference

张兴义 1蒋小三 2张磊3

作者信息

  • 1. 安徽大学计算机与科学技术学院,安徽合肥230039
  • 2. 安徽大学计算智能与信号处理教育部重点实验室,安徽合肥230039
  • 3. 安徽大学计算智能与信号处理教育部重点实验室,安徽合肥230039
  • 折叠

摘要

Abstract

Multi-objective optimization algorithms with preference are an important branch of multi-objective optimiza-tion.Its main aim is to find the Pareto optimal solutions in local regions interested by Decision Makers.Based on the idea of MOEA/D algorithm to search the Pareto front according to uniformly distributed weight vector,this paper proposes a weight vector based multi-objective optimization algorithm with preference.In the proposed method,the weight vector with preference is designed,by which the solutions around the preferred point interested by Decision Maker are found.Compared with existing algorithms,the simulation results verify that the proposed method can support multiple reference points,flexibly control the ex-tent of preferred region,have no special requirement of the position of preference points and achieve better converge.

关键词

多目标优化/偏好多目标优化算法/权值向量/偏好解

Key words

multi-objective optimization/multi-objective optimization algorithms with preference/weight vector/pre-ferred solution

分类

信息技术与安全科学

引用本文复制引用

张兴义,蒋小三,张磊..基于权值向量的偏好多目标优化方法[J].电子学报,2016,44(11):2639-2645,7.

基金项目

国家自然科学基金(No.61272152,No.61502001);安徽大学学校学术与技术带头人引进工程 ()

电子学报

OA北大核心CSCDCSTPCD

0372-2112

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