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A comparative study of different approaches using an outranking relation in a multi-objective evolutionary algorithm

机译:多目标进化算法中使用排名关系的不同方法的比较研究

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This paper presents a comparative analysis of three versions of an evolutionary algorithm in which the decision maker's preferences are incorporated using an outranking relation and preference parameters associated with the ELECTRE TRI method. The aim is using the preference information supplied by the decision maker to guide the search process to the regions where solutions more in accordance with his/ her preferences are located, thus narrowing the scope of the search and reducing the computational effort. An example dealing with a pertinent problem in electrical distribution network is used to compare the different versions of the algorithm and illustrate how meaningful information can be elicited from a decision maker and used in the operational framework of an evolutionary algorithm to provide decision support in real-world problems.
机译:本文介绍了三种进化算法的比较分析,其中使用与ELECTRE TRI方法相关联的排名关系和偏好参数,结合了决策者的偏好。目的是使用决策者提供的偏好信息将搜索过程引导到更符合其偏好的解决方案所在的区域,从而缩小搜索范围并减少计算量。以配电网中一个相关问题为例,该示例用于比较算法的不同版本,并说明如何从决策者那里获取有意义的信息,并在进化算法的操作框架中使用该信息以提供实时决策支持。世界问题。

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