A new memetic algorithm for the asymmetric traveling salesman problem

被引:68
作者
Buriol, L
França, PM
Moscato, P
机构
[1] Univ Estadual Campinas, Fac Elect & Comp Engn, BR-13083970 Campinas, SP, Brazil
[2] Univ Newcastle, Fac Engn & Built Environm, Sch Elect Engn & Comp Sci, Callaghan, NSW 2308, Australia
基金
巴西圣保罗研究基金会;
关键词
asymmetric traveling salesman problem; local search; memetic algorithms; metaheuristics;
D O I
10.1023/B:HEUR.0000045321.59202.52
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a new memetic algorithm specialized for the asymmetric instances of the traveling salesman problem (ATSP). The method incorporates a new local search engine and many other features that contribute to its effectiveness, such as: (i) the topological organization of the population as a complete ternary tree with thirteen nodes; (ii) the hierarchical organization of the population in overlapping clusters leading to the special selection scheme; (iii) efficient data structures. Computational experiments are conducted on all ATSP instances available in the TSPLIB, and on a set of larger asymmetric instances with known optimal solutions. The comparisons show that the results obtained by our method compare favorably with those obtained by several other algorithms recently proposed for the ATSP.
引用
收藏
页码:483 / 506
页数:24
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