Ant colony system for a dynamic vehicle routing problem

被引:274
作者
Montemanni, R [1 ]
Gambardella, LM [1 ]
Rizzoli, AE [1 ]
Donati, A [1 ]
机构
[1] Ist Dalle Molle Studi Intelligenza Artificiale, CH-6928 Manno Lugano, Switzerland
关键词
dynamic vehicle routing; ant colony optimization;
D O I
10.1007/s10878-005-4922-6
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
An aboundant literature on vehicle routing problems is available. However, most of the work deals with static problems, where all data are known in advance, i.e. before the optimization has started. The technological advances of the last few years give rise to a new class of problems, namely the dynamic vehicle routing problems, where new orders are received as time progresses and must be dynamically incorporated into an evolving schedule. In this paper a dynamic vehicle routing problem is examined and a solving strategy, based on the Ant Colony System paradigm, is proposed. Some new public domain benchmark problems are defined, and the algorithm we propose is tested on them. Finally, the method we present is applied to a realistic case study, set up in the city of Lugano (Switzerland).
引用
收藏
页码:327 / 343
页数:17
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