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:
Social Sci Univ Ankara, Dept Business Adm, TR-06050 Ankara, TurkeySocial Sci Univ Ankara, Dept Business Adm, TR-06050 Ankara, Turkey
Koc, Cagri
Jabali, Ola
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机构:
Politecn Milan, Dipartimento Elettron Informaz & Bioingn, Piazza Leonardo da Vinci 32, I-20133 Milan, ItalySocial Sci Univ Ankara, Dept Business Adm, TR-06050 Ankara, Turkey
Jabali, Ola
Mendoza, Jorge E.
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机构:
HEC Montreal, 3000 Chemin Cote St Catherine, Montreal, PQ H3T 2A7, CanadaSocial Sci Univ Ankara, Dept Business Adm, TR-06050 Ankara, Turkey
Mendoza, Jorge E.
Laporte, Gilbert
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机构:
HEC Montreal, 3000 Chemin Cote St Catherine, Montreal, PQ H3T 2A7, Canada
Canada Res Chair Distribut Management, CIRRELT, 3000 Chemin Cote St Catherine, Montreal, PQ H3T 2A7, CanadaSocial Sci Univ Ankara, Dept Business Adm, TR-06050 Ankara, Turkey
机构:
Changan Minsheng APLL Logist Co Ltd, Chongqing, Peoples R China
Chongqing Univ, Sch Management Sci & Real Estate, Chongqing, Peoples R ChinaChangan Minsheng APLL Logist Co Ltd, Chongqing, Peoples R China
Li, Yan
Lim, Ming K.
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机构:
Univ Glasgow, Adam Smith Business Sch, Glasgow, Lanark, ScotlandChangan Minsheng APLL Logist Co Ltd, Chongqing, Peoples R China
Lim, Ming K.
Xiong, Weiqing
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h-index: 0
机构:
Chongqing Univ Technol, Coll Mech Engn, Chongqing, Peoples R ChinaChangan Minsheng APLL Logist Co Ltd, Chongqing, Peoples R China
Xiong, Weiqing
Huang, Xingjun
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机构:
Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Hong Kong, Peoples R ChinaChangan Minsheng APLL Logist Co Ltd, Chongqing, Peoples R China
Huang, Xingjun
Shi, Yuhe
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机构:
Chongqing Univ, Sch Management Sci & Real Estate, Chongqing, Peoples R ChinaChangan Minsheng APLL Logist Co Ltd, Chongqing, Peoples R China
Shi, Yuhe
Wang, Songyi
论文数: 0引用数: 0
h-index: 0
机构:
Southern Univ Sci & Technol, Dept Stat & Data Sci, Shenzhen, Peoples R China
Peng Cheng Lab, Shenzhen, Peoples R ChinaChangan Minsheng APLL Logist Co Ltd, Chongqing, Peoples R China