Addressing temporally constrained Delivery Problems with the Swarm Intelligence approach

被引:0
作者
Badaloni, Silvana [1 ]
Falda, Marco [1 ]
Sambo, Francesco [1 ]
Zanini, Leonardo [1 ]
机构
[1] Univ Padua, Dept Informat Engn, I-35100 Padua, Italy
来源
IAS-10: INTELLIGENT AUTONOMOUS SYSTEMS 10 | 2008年
关键词
Swarm Intelligence; Ant Colony; PDPTW;
D O I
10.3233/978-1-58603-887-8-264
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present an application of Ant Colony Optimization metaheuristic to the Pick-up and Delivery Problem with Time Windows (PDPTW), a variant of the Vehicle Routing Problem with Time Windows (VRPTW) with additional constraints on pairs of source-destination nodes. We chose to apply the Multiple Ant Colony System (MACS) approach: two ant colonies minimize the number of vehicles to be routed and the travel lengths: cooperation between colonies is performed by exchanging information through pheromone updating. Besides, we studied a novel strategy to bias the attractiveness of a node depending on its nature, called pheromone post-treatment. The algorithm performances on the number of vehicles needed and the total tour length were comparable to those of the best algorithms in the state of art.
引用
收藏
页码:264 / 271
页数:8
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