Evaluation on Integrating Relocation and User Flexibility in Large-Scale One-Way Electric Carsharing Systems
被引:0
作者:
Lai, Minghui
论文数: 0引用数: 0
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机构:
Southeast Univ, Sch Econ & Management, Nanjing, Peoples R ChinaSoutheast Univ, Sch Econ & Management, Nanjing, Peoples R China
Lai, Minghui
[1
]
Lang, Zekun
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机构:
Southeast Univ, Sch Econ & Management, Nanjing, Peoples R ChinaSoutheast Univ, Sch Econ & Management, Nanjing, Peoples R China
Lang, Zekun
[1
]
Cai, Xiaoqiang
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机构:
Chinese Univ Hong Kong Shenzhen, Shenzhen Res Inst Big Data, Shenzhen 518172, Peoples R ChinaSoutheast Univ, Sch Econ & Management, Nanjing, Peoples R China
Cai, Xiaoqiang
[2
]
机构:
[1] Southeast Univ, Sch Econ & Management, Nanjing, Peoples R China
[2] Chinese Univ Hong Kong Shenzhen, Shenzhen Res Inst Big Data, Shenzhen 518172, Peoples R China
来源:
INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 2
|
2023年
/
543卷
基金:
中国国家自然科学基金;
关键词:
One-way carsharing;
Relocation;
User flexibility;
Iterated local search;
VEHICLE RELOCATION;
OPTIMIZATION;
D O I:
10.1007/978-3-031-16078-3_7
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
One-way electric carsharing system has become the most widely used form of carsharing service in practice. However, car imbalance, parking shortage, and battery charging jointly impose great challenges upon the operation. Many carsharing operators, e.g., GoFun, offer incentives to flexible users for accepting alternative itineraries and also adopt parking reservation policies. In this paper, we propose a network flow model, where a user's itinerary corresponds to a path in the network, and then develop a new path search heuristic algorithm that iteratively improves a given solution by solving shortest path problems. We use real data from GoFun as an example to conduct extensive computational experiments. The results show that our algorithm significantly outperforms the greedy solution on the first-come-first-serve basis in terms of both profit and service level.
机构:
Univ Bologna, DEI Guglielmo Marconi, Bologna, Italy
IBM Res Ireland, IBM Technol Campus, Dublin 15, IrelandUniv Bologna, DEI Guglielmo Marconi, Bologna, Italy
Gambella, Claudio
Malaguti, Enrico
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h-index: 0
机构:
Univ Bologna, DEI Guglielmo Marconi, Bologna, ItalyUniv Bologna, DEI Guglielmo Marconi, Bologna, Italy
机构:
Univ Bologna, DEI Guglielmo Marconi, Bologna, Italy
IBM Res Ireland, IBM Technol Campus, Dublin 15, IrelandUniv Bologna, DEI Guglielmo Marconi, Bologna, Italy
Gambella, Claudio
Malaguti, Enrico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bologna, DEI Guglielmo Marconi, Bologna, ItalyUniv Bologna, DEI Guglielmo Marconi, Bologna, Italy