A Bi-level Approach for Optimizing Rental Station Locations in Public Bicycle System

被引:0
|
作者
Rao, Wenming [1 ]
Jiang, Yan [2 ]
机构
[1] Southeast Univ, Intelligent Transportat Syst Res Ctr, Nanjing, Peoples R China
[2] Southeast Univ, Sch Transportat, Nanjing, Peoples R China
来源
2019 4TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION ENGINEERING (ICITE 2019) | 2019年
关键词
public bicycle system; bi-level optimization; ARIMA; rental station location; SHARING SYSTEM; ALGORITHM;
D O I
10.1109/icite.2019.8880190
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper discusses the problem of optimizing the location of rental station in the public bicycle system. First, the effect of the new-added rental station on the public bicycle system is studied, and a time series model is used to forecast the amount of users (rentals). Second, a bi-level model is established to comprehensively consider the concerns of decision makers and travelers. The upper-level model minimizes the construction cost, and considers the effect of new station on the adjacent stations. The lower-level model minimize the travel time and maximize the degree of satisfaction of bicycle users. Finally, a heuristic algorithm is designed to solve the model. The proposed method was implemented in a real-world public bicycle system in Nanjing, China. Results proved the feasibility of the proposed method, and show that the optimal location of rental station can improve the performance of the public bicycle system.
引用
收藏
页码:39 / 43
页数:5
相关论文
共 50 条
  • [21] A Flexible Distribution System Expansion Planning Model: A Dynamic Bi-Level Approach
    Moradijoz, Mahnaz
    Moghaddam, Mohsen Parsa
    Haghifam, Mahmoud-Reza
    IEEE TRANSACTIONS ON SMART GRID, 2018, 9 (06) : 5867 - 5877
  • [22] A Bi-level Optimization Approach for Historical Data-Driven System Identification
    Ridouane Oulhiq
    Khalid Benjelloun
    Yassine Kali
    Maarouf Saad
    Journal of Control, Automation and Electrical Systems, 2023, 34 : 73 - 84
  • [23] Bi-level programming optimization method for the layout of technical service station
    Shi, Feng
    Fang, Qi-Gen
    Li, Xin-Hua
    Mo, Hui-Hui
    Huang, Yong-Liu
    Tiedao Xuebao/Journal of the China Railway Society, 2003, 25 (02):
  • [24] Bi-level algorithm for optimizing hyperparameters in penalized nonnegative matrix factorization
    Del Buono, Nicoletta
    Esposito, Flavia
    Selicato, Laura
    Zdunek, Rafal
    APPLIED MATHEMATICS AND COMPUTATION, 2023, 457
  • [25] Bi-level programming model for optimizing bus frequencies and its algorithm
    Yu, Bin
    Yang, Zhong-Zhen
    Cheng, Chun-Tian
    Zuo, Zhi
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2006, 36 (05): : 664 - 668
  • [26] Public recharging infrastructure location strategy for promoting electric vehicles: A bi-level programming approach
    Li, Ying
    Zhang, Pengwei
    Wu, Yifan
    JOURNAL OF CLEANER PRODUCTION, 2018, 172 : 2720 - 2734
  • [27] Bayesian Optimization Approach of General Bi-level Problems
    Kieffer, Emmanuel
    Danoy, Gregoire
    Bouvry, Pascal
    Nagih, Anass
    PROCEEDINGS OF THE 2017 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE COMPANION (GECCO'17 COMPANION), 2017, : 1614 - 1621
  • [28] Fuzzy approach for Bi-level programming problems(II)
    Pei, Zheng
    Huang, Tianmin
    2000, Sci Publ House (35):
  • [29] A BI-LEVEL OPTIMIZATION APPROACH FOR ENERGY ALLOCATION PROBLEMS
    Biswas, Arpan
    Chen, Yong
    Hoyle, Christopher
    PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2018, VOL 2B, 2018,
  • [30] A Bi-level Approach to MPC for Switching Nonlinear Systems
    Ebrahim, Taher
    Engell, Sebastian
    IFAC PAPERSONLINE, 2020, 53 (02): : 6762 - 6768