Dynamic Rebalancing of the Free-Floating Bike-Sharing System

被引:3
|
作者
Zhang, Wenbin [1 ]
Niu, Xiaolei [1 ]
Zhang, Guangyong [2 ]
Tian, Lixin [3 ,4 ]
机构
[1] Jiangsu Second Normal Univ, Sch Math Sci, Nanjing 210013, Peoples R China
[2] Wuxi Univ, Fac Sci, Wuxi 214105, Jiangsu, Peoples R China
[3] Jiangsu Univ, Energy Dev & Environm Protect Strategy Res Ctr, Zhenjiang 212013, Jiangsu, Peoples R China
[4] Nanjing Normal Univ, Sch Math Sci, Nanjing 210023, Peoples R China
基金
中国国家自然科学基金;
关键词
free-floating bike-sharing system; visualization method; coarse-grained method; rebalancing; REPOSITIONING PROBLEM; MODEL; SIMULATION; FRAMEWORK;
D O I
10.3390/su142013521
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In the paper, we propose a novel method to analyze the rebalancing of the free-floating bike-sharing system. First, we construct a visualization method to analyze the rebalancing of the system. Then, for the first time, we set up a coarse-grained way to study dynamics rebalancing during rush hours. Finally, we complete the empirical analysis with the real-time cycling data of the Nanjing Mobike Sharing-bike Company. The results show that: static rebalancing is weak, and dynamic rebalancing during rush hours is serious. Therefore, increasing the number of shared bikes in parking spots can ease the rebalancing. At the same time, we find that commuting to and from work is not the main factor that constitutes the rebalancing of the free-floating bike-sharing system, though the rebalancing is proportional to travel frequency.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] A Rolling-Horizon Strategy for Dynamic Rebalancing of Free-Floating Bike-Sharing Systems
    Chen, Dawei
    Chen, Qun
    Imdahl, Christina
    Woensel, Tom Van
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2023, 24 (11) : 12123 - 12140
  • [2] A Cluster-Then-Route Framework for Bike Rebalancing in Free-Floating Bike-Sharing Systems
    Sun, Jiaqing
    He, Yulin
    Zhang, Jiantong
    [J]. SUSTAINABILITY, 2023, 15 (22)
  • [3] A multiobjective dynamic rebalancing evolutionary algorithm for free-floating bike sharing
    Su, Sheng
    Yu, Haijie
    Xiong, Dongwen
    Dong, Xiaohua
    [J]. APPLIED SOFT COMPUTING, 2023, 147
  • [4] Hybrid rebalancing with dynamic hubbing for free-floating bike sharing systems
    Mahmoodian, Vahid
    Zhang, Yu
    Charkhgard, Hadi
    [J]. INTERNATIONAL JOURNAL OF TRANSPORTATION SCIENCE AND TECHNOLOGY, 2022, 11 (03) : 636 - 652
  • [5] Optimizing bike rebalancing strategies in free-floating bike-sharing systems: An enhanced distributionally robust approach
    Chen, Qingxin
    Ma, Shoufeng
    Li, Hongming
    Zhu, Ning
    He, Qiao-Chu
    [J]. TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2024, 184
  • [6] Contribution of bike-sharing to urban resource conservation: The case of free-floating bike-sharing
    Sun, Shouheng
    Ertz, Myriam
    [J]. JOURNAL OF CLEANER PRODUCTION, 2021, 280
  • [7] A modeling framework for the dynamic management of free-floating bike-sharing systems
    Caggiani, Leonardo
    Camporeale, Rosalia
    Ottomanelli, Michele
    Szeto, Wai Yuen
    [J]. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2018, 87 : 159 - 182
  • [8] An AHP-DEA Approach of the Bike-Sharing Spots Selection Problem in the Free-Floating Bike-Sharing System
    Cheng, Minjiao
    Wei, Wenchao
    [J]. DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2020, 2020
  • [9] A Sustainable Crowdsourced Delivery System to Foster Free-Floating Bike-Sharing
    Binetti, Mario
    Caggiani, Leonardo
    Camporeale, Rosalia
    Ottomanelli, Michele
    [J]. SUSTAINABILITY, 2019, 11 (10):
  • [10] Dynamic spatio-temporal interactive clustering strategy for free-floating bike-sharing
    Tian, Zihao
    Zhou, Jing
    Tian, Lixin
    Wang, David Z. W.
    [J]. TRANSPORTATION RESEARCH PART B-METHODOLOGICAL, 2024, 179