结合偏好的混合多目标GRASP+SA算法

Eunice Oliveira, C. H. Antunes, Á. Gomes
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引用次数: 1

摘要

提出了一种基于贪婪随机自适应搜索法(GRASP)和模拟退火元启发式算法(SA)的混合多目标方法,为配电网直接负荷控制问题提供决策支持。本文的主要贡献是将偏好纳入这些元启发式及其杂交的新技术。在SA中,在多目标GRASP的构建阶段,以及在选择下一代的解决方案时,都包含了偏好,目的是使得到的解决方案更符合决策者的偏好。使用ELECTRE TRI方法的原则将偏好合并为可操作的,该方法基于对排序问题框架中的超排序关系的利用。
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A hybrid multi-objective GRASP+SA algorithm with incorporation of preferences
A hybrid multi-objective approach based on GRASP (Greedy Randomized Adaptive Search Procedure) and SA (Simulated Annealing) meta-heuristics is proposed to provide decision support in a direct load control problem in electricity distribution networks. The main contributions of this paper are new techniques for the incorporation of preferences in these meta-heuristics and their hybridization. Preferences are included in the construction phase of multi-objective GRASP, in SA, as well as in the selection of solutions that go to the next generation, with the aim to obtain solutions more in accordance with the preferences elicited from a decision maker. The incorporation of preferences is made operational using the principles of the ELECTRE TRI method, which is based on the exploitation of an outranking relation in the framework of the sorting problem.
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