An improved fireworks algorithm for the capacitated vehicle routing problem

被引:0
作者
Weibo Yang
Liangjun Ke
机构
[1] Xi’an Jiaotong University,State Key Laboratory for Manufacturing Systems Engineering
来源
Frontiers of Computer Science | 2019年 / 13卷
关键词
fireworks algorithm; vehicle routing problem; computational intelligence;
D O I
暂无
中图分类号
学科分类号
摘要
The capacitated vehicle routing problem (CVRP), which aims at minimizing travel costs, is a well-known NP-hard combinatorial optimization. Owing to its hardness, many heuristic search algorithms have been proposed to tackle this problem. This paper explores a recently proposed heuristic algorithm named the fireworks algorithm (FWA), which is a swarm intelligence algorithm. We adopt FWA for the combinatorial CVRP problem with several modifications of the original FWA: it employs a new method to generate “sparks” according to the selection rule, and it uses a new method to determine the explosion amplitude for each firework. The proposed algorithm is compared with several heuristic search methods on some classical benchmark CVRP instances. The experimental results show a promising performance of the proposed method. We also discuss the strengths and weaknesses of our algorithm in contrast to traditional algorithms.
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页码:552 / 564
页数:12
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