dynamic vehicle routing;
electric vehicles;
fixed routes;
information relaxation;
information penalties;
approximate dynamic programming;
D O I:
10.1287/trsc.2020.1018
中图分类号:
C93 [管理学];
O22 [运筹学];
学科分类号:
070105 ;
12 ;
1201 ;
1202 ;
120202 ;
摘要:
We introduce the electric vehicle routing problem with public-private recharging strategy in which vehicles may recharge en route at public charging infrastructure as well as at a privately-owned depot. To hedge against uncertain demand at public charging stations, we design routing policies that anticipate station queue dynamics. We leverage a decomposition to identify good routing policies, including the optimal static policy and fixed-route-based rollout policies that dynamically respond to observed queues. The decomposition also enables us to establish dual bounds, providing a measure of goodness for our routing policies. In computational experiments using real instances from industry, we show the value of our policies to be within 10% of a dual bound. Furthermore, we demonstrate that our policies significantly outperform the industry-standard routing strategy in which vehicle recharging generally occurs at a central depot. Our methods stand to reduce the operating costs associated with electric vehicles, facilitating the transition from internal-combustion engine vehicles.
机构:
Univ Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Univ EAFIT, Dept Ingn Prod, Carrera 49 7 Sur 50, Medellin, ColombiaUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Montoya, Alejandro
Gueret, Christelle
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h-index: 0
机构:
Univ Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, FranceUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Gueret, Christelle
Mendoza, Jorge E.
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h-index: 0
机构:
Univ Francois Rabelais Tours, CNRS, LI, OC,ERL CNRS 6305,EA 6300, 64 Ave Jean Portalis, F-37200 Tours, France
Ctr Rech Math, CNRS, UMI 3457, Montreal, PQ, CanadaUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Mendoza, Jorge E.
Villegas, Juan G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Antioquia, Fac Ingn, Dept Ingn Ind, Calle 70 52-21, Medellin, ColombiaUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
机构:
Univ Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Univ EAFIT, Dept Ingn Prod, Carrera 49 7 Sur 50, Medellin, ColombiaUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Montoya, Alejandro
Gueret, Christelle
论文数: 0引用数: 0
h-index: 0
机构:
Univ Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, FranceUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Gueret, Christelle
Mendoza, Jorge E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Francois Rabelais Tours, CNRS, LI, OC,ERL CNRS 6305,EA 6300, 64 Ave Jean Portalis, F-37200 Tours, France
Ctr Rech Math, CNRS, UMI 3457, Montreal, PQ, CanadaUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France
Mendoza, Jorge E.
Villegas, Juan G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Antioquia, Fac Ingn, Dept Ingn Ind, Calle 70 52-21, Medellin, ColombiaUniv Angers, LARIS, EA 7315, 62 Ave Notre Dame du Lac, F-49000 Angers, France