A Rush-Hour Vehicles Scheduling Strategy in Online Car-Sharing System Based on Urban Trajectory Data Analysis

被引：0
|
作者：
Wang, Xintong [1 ]
Liu, Zhihan [1 ]
Jia, Yi [1 ]
机构：
[1] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Beijing, Peoples R China
来源：
INTERNET OF VEHICLES: TECHNOLOGIES AND SERVICES FOR SMART CITIES, IOV 2017 | 2017年 / 10689卷
关键词：
Car sharing; Vehicles scheduling; Rush hour; Urban trajectory data analysis; Holt-Winters model; WAY CARSHARING SYSTEMS; RELOCATION; LOCATION;
D O I：
10.1007/978-3-319-72329-7_4
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The birth of car sharing has effectively eased people's travel pressure. However, there still exists a condition that people can not find a taxi while some cars are empty at rush hour. Therefore, the optimization of vehicle scheduling is an urgent problem. This paper researches on the rush-hour vehicles scheduling problem in the online car-sharing system. The Holt-Winters model is used to analyze the urban trajectory data and estimate the user demand for vehicles. Then according to calculating the historical scheduling results, the vehicles scheduling scheme is proposed. Finally, data set of GreenGo is used to verify the effectiveness of vehicles scheduling strategy that promotes the operator's profit.
引用
收藏
页码：31 / 40
页数：10
相关论文
共 20 条
  • [1] Design and Analysis of an Electric Driver Assist System for Rush-hour Navigation in Dense Urban Traffic
    Vadde, Venkatesh
    Srivatsa, S. K.
    Vijay, Yash
    Anisham, Nidhin
    Arun, Kuladeep
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT SUSTAINABLE SYSTEMS (ICISS 2017), 2017, : 518 - 523
  • [2] Deployment Strategy for Car-Sharing Depots by Clustering Urban Traffic Big Data Based on Affinity Propagation
    Liu, Zhihan
    Jia, Yi
    Zhu, Xiaolu
    SCIENTIFIC PROGRAMMING, 2018, 2018
  • [3] One-way car-sharing system based on recharging strategy
    Ma, Jian
    Chen, Lixin
    Mahmood, A.
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 2290 - 2294
  • [4] Driving Style Analysis for Car-sharing Drivers with Low-frequency Trajectory Data
    Yu R.
    Long X.
    Tu Y.
    Li J.
    Tongji Daxue Xuebao/Journal of Tongji University, 2019, 47 (10): : 1463 - 1469and1527
  • [5] A Contrastive Study on Travel Costs of Car-Sharing and Taxis Based on GPS Trajectory Data
    Hu, Beibei
    Sun, Yue
    Sun, Huijun
    Dong, Xianlei
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2020, 17 (24) : 1 - 28
  • [6] Agent-based Simulation of a Car-sharing System with Hydrogen-powered Vehicles
    Kloeppel, Manfred
    Schmid, Werner
    Lienkamp, Markus
    2019 FOURTEENTH INTERNATIONAL CONFERENCE ON ECOLOGICAL VEHICLES AND RENEWABLE ENERGIES (EVER), 2019,
  • [7] CAR-SHARING SYSTEMS VEHICLES VERSUS TAXIS IN URBAN TRANSPORT SYSTEM - LEGAL REQUIREMENTS, TECHNICAL SERVICE, OPERATION
    Kubik, Andrzej
    Turon, Katarzyna
    Stanik, Zbigniew
    INTERNATIONAL CONFERENCE ON TRAFFIC AND TRANSPORT ENGINEERING (ICTTE 2018), 2018, : 923 - 930
  • [8] User-based relocation strategy for free floating car-sharing system: An Istanbul case
    Simsir, Misra
    Yildirim, U. Mahir
    Sen, Doruk
    PAMUKKALE UNIVERSITY JOURNAL OF ENGINEERING SCIENCES-PAMUKKALE UNIVERSITESI MUHENDISLIK BILIMLERI DERGISI, 2024, 30 (07): : 934 - 943
  • [9] Capturing the Characteristics of Car-Sharing Users: Data-Driven Analysis and Prediction Based on Classification
    Bi, Jun
    Zhi, Ru
    Xie, Dong-Fan
    Zhao, Xiao-Mei
    Zhang, Jun
    JOURNAL OF ADVANCED TRANSPORTATION, 2020, 2020
  • [10] Observations of urban airborne particle number concentrations during rush-hour conditions: analysis of the number based size distributions and modal parameters
    Lingard, Justin J. N.
    Agus, Emily L.
    Young, David T.
    Andrews, Gordon E.
    Tomlin, Alison S.
    JOURNAL OF ENVIRONMENTAL MONITORING, 2006, 8 (12): : 1203 - 1218
12