Policy adaptation for vehicle routing

被引:5
|
作者
Cazenave, Tristan [1 ]
Lucas, Jean-Yves [2 ]
Triboulet, Thomas [2 ]
Kim, Hyoseok [2 ]
机构
[1] Univ Paris 09, CNRS, PSL, LAMSADE, Paris, France
[2] EDF Lab Paris Saclay, Elect France, OSIRIS Dept, Paris, France
关键词
Vehicle Routing Problems; Capacitated Vehicle Routing with Time Windows; Nested Rollout Policy Adaptation; SEARCH; ALGORITHM; DEPOT;
D O I
10.3233/AIC-201577
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nested Rollout Policy Adaptation (NRPA) is a Monte Carlo search algorithm that learns a playout policy in order to solve a single player game. In this paper we apply NRPA to the vehicle routing problem. This problem is important for large companies that have to manage a fleet of vehicles on a daily basis. Real problems are often too large to be solved exactly. The algorithm is applied to standard problem of the literature and to the specific problems of EDF (Electricite De France, the main French electric utility company). These specific problems have peculiar constraints. NRPA gives better result than the algorithm previously used by EDF.
引用
收藏
页码:21 / 35
页数:15
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