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A fast and efficient discrete evolutionary algorithm for the uncapacitated facility location problem

delete2023-03-01
delete12
PRE
AI
F
Fazhan Zhang
贺毅朝 封面图
贺毅朝 (Yichao He) *
H
Haibin Ouyang
DOI:10.1016/j.eswa.2022.118978delete
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摘要

摘要

En 中文
In order to solve the uncapacitated facility location problem (UFLP) quickly and effectively, an enhanced group theory-based optimization algorithm (EGTOA) is proposed in this paper. Firstly, a new local search operator, One Direction Mutation Operator, is proposed, which is suitable for solving UFLP. Secondly, a Redundant Checking Strategy is presented to further optimize the quality of feasible solutions. To verify the performance of EGTOA, 15 benchmark instances of UFLP is selected in OR-Library, the comparison results with the 16 existing algorithms show that the solution obtained by EGTOA is better than other algorithms, moreover its speed is much faster than state-of-the-art algorithms. These demonstrates that EGTOA is a fast and effective algorithm for solving UFLP.
Keyword:
Evolutionary algorithm
Facility location problem
Optimization algorithm
One direction mutation operator
Redundant checking strategy

期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
3.0W
被引数:
10.2W

机构

G
Guangzhou University
学者数:
1.8W
论文数: 1.3W
被引数: 1.8W
H
Hebei GEO University
学者数:
1.4K
论文数: 935
被引数: 943
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