An effective memetic algorithm for the close-enough traveling salesman problem

被引:0
|
作者
Lei, Zhenyu [1 ]
Hao, Jin-Kao [1 ]
机构
[1] Univ Angers, LERIA, 2 Blvd Lavoisier, F-49045 Angers, France
关键词
Traveling salesman problem; Close-enough traveling salesman problem; Combinatorial optimization; Heuristics;
D O I
10.1016/j.asoc.2024.111266
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Close-Enough Traveling Salesman Problem (CETSP) is a variant of the well-known Traveling Salesman Problem (TSP). Unlike the TSP, each target in the CETSP has a disk neighborhood, and the target is considered visited when any point in its neighborhood is visited. This feature makes the CETSP a suitable model for many real-world applications. In this work, we propose an effective memetic algorithm that integrates a carefully designed crossover operator and an effective local optimization procedure with original search operators. Experimental results on the 62 well-known benchmark instances show that the algorithm is highly competitive with the state-of-the-art methods, reporting 30 new best upper bounds. We demonstrate the usefulness of the algorithm on a real laser welding robot path planning problem. We provide insights into the understanding of the algorithm design.
引用
收藏
页数:20
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