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Inventory rebalancing and vehicle routing in bike sharing systems

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Cited by:

  1. Spinney, Justin & Lin, Wen-I, 2021. "A vehicle for valorising the labour power of commuting: The politics of mobility fixing in Shanghai's Dockless Public Bike Sharing Sector," Journal of Transport Geography, Elsevier, vol. 94(C).
  2. Wang, Xu & Sun, Huijun & Zhang, Si & Lv, Ying & Li, Tongfei, 2022. "Bike sharing rebalancing problem with variable demand," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 591(C).
  3. Carlos M. Vallez & Mario Castro & David Contreras, 2021. "Challenges and Opportunities in Dock-Based Bike-Sharing Rebalancing: A Systematic Review," Sustainability, MDPI, vol. 13(4), pages 1-26, February.
  4. Negahban, Ashkan, 2019. "Simulation-based estimation of the real demand in bike-sharing systems in the presence of censoring," European Journal of Operational Research, Elsevier, vol. 277(1), pages 317-332.
  5. Ahmed Kheiri & Alina G. Dragomir & David Mueller & Joaquim Gromicho & Caroline Jagtenberg & Jelke J. Hoorn, 2019. "Tackling a VRP challenge to redistribute scarce equipment within time windows using metaheuristic algorithms," EURO Journal on Transportation and Logistics, Springer;EURO - The Association of European Operational Research Societies, vol. 8(5), pages 561-595, December.
  6. Shi, Ziyi & Xu, Meng & Song, Yancun & Zhu, Zheng, 2024. "Multi-Platform dynamic game and operation of hybrid Bike-Sharing systems based on reinforcement learning," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 181(C).
  7. Liu, Ruicheng & Xu, Jianyu & Iris, Çağatay & Chen, Jianghang, 2025. "Dynamic rebalancing strategies for dockless bike-sharing systems," International Journal of Production Economics, Elsevier, vol. 285(C).
  8. Osorio, Jesus & Lei, Chao & Ouyang, Yanfeng, 2021. "Optimal rebalancing and on-board charging of shared electric scooters," Transportation Research Part B: Methodological, Elsevier, vol. 147(C), pages 197-219.
  9. Yuanyuan Zhang & Yuming Zhang, 2018. "Associations between Public Transit Usage and Bikesharing Behaviors in The United States," Sustainability, MDPI, vol. 10(6), pages 1-20, June.
  10. Yang, Yu & Ridouane, Yassine & Boland, Natashia & Erera, Alan & Savelsbergh, Martin, 2022. "Substitution-based equipment balancing in service networks with multiple equipment types," European Journal of Operational Research, Elsevier, vol. 300(3), pages 966-978.
  11. Wu, Yuhang & Liu, Tao & Du, Bo, 2024. "Fleet sizing and static rebalancing strategies for shared E-scooters: A case study in Indianapolis, USA," Transportation Research Part A: Policy and Practice, Elsevier, vol. 190(C).
  12. Margaretha Gansterer & Richard F. Hartl & Michal Tzur, 2022. "Transportation in the Sharing Economy," Transportation Science, INFORMS, vol. 56(3), pages 567-570, May.
  13. Huang, Sen & Liu, Kanglin & Zhang, Zhi-Hai, 2023. "Column-and-constraint-generation-based approach to a robust reverse logistic network design for bike sharing," Transportation Research Part B: Methodological, Elsevier, vol. 173(C), pages 90-118.
  14. Wang, Yi-Jia & Kuo, Yong-Hong & Huang, George Q. & Gu, Weihua & Hu, Yaohua, 2022. "Dynamic demand-driven bike station clustering," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 160(C).
  15. Ross-Perez, Antonio & Walton, Neil & Pinto, Nuno, 2022. "Identifying trip purpose from a dockless bike-sharing system in Manchester," Journal of Transport Geography, Elsevier, vol. 99(C).
  16. Kwiatkowski Michał Adam, 2018. "Urban Cycling as an Indicator of Socio-Economic Innovation and Sustainable Transport," Quaestiones Geographicae, Sciendo, vol. 37(4), pages 23-32, December.
  17. Jialing Zhao & Hongwei Wang & Yuxin Huang & Yuan Meng, 2020. "Does Massive Placement of Bicycles Win the Market for the Bicycle-Sharing Company in China?," Sustainability, MDPI, vol. 12(13), pages 1-14, June.
  18. Hongjun Cui & Zhixiao Ren & Xinwei Ma & Minqing Zhu, 2025. "How does Bike Absence Influence Mode Shifts Among Dockless Bike-Sharing Users? Evidence From Nanjing, China," Papers 2503.14265, arXiv.org.
  19. Liangpeng Gao & Yanjie Ji & Xingchen Yan & Yao Fan & Weihong Guo, 2021. "Incentive measures to avoid the illegal parking of dockless shared bikes: the relationships among incentive forms, intensity and policy compliance," Transportation, Springer, vol. 48(2), pages 1033-1060, April.
  20. Andreas Piter & Philipp Otto & Hamza Alkhatib, 2022. "The Helsinki bike‐sharing system—Insights gained from a spatiotemporal functional model," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 185(3), pages 1294-1318, July.
  21. Jin, Ziliang & Ma, Dining & Li, Peixuan & Li, Yuanbo & Zhang, Lianmin, 2025. "Managing shared electric micromobility systems: Allocation planning and battery swapping," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 198(C).
  22. Osorio, Jesus & Ouyang, Yanfeng, 2025. "Optimal rebalancing and charging of shared electric scooters using charging hubs," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 196(C).
  23. Andrea Bardi & Luca Mantecchini & Denis Grasso & Filippo Paganelli & Caterina Malandri, 2019. "Flexible Mobile Hub for E-Bike Sharing and Cruise Tourism: A Case Study," Sustainability, MDPI, vol. 11(19), pages 1-15, October.
  24. Legros, Benjamin, 2019. "Dynamic repositioning strategy in a bike-sharing system; how to prioritize and how to rebalance a bike station," European Journal of Operational Research, Elsevier, vol. 272(2), pages 740-753.
  25. Zhang, J. & Meng, M. & Wang, David, Z.W., 2019. "A dynamic pricing scheme with negative prices in dockless bike sharing systems," Transportation Research Part B: Methodological, Elsevier, vol. 127(C), pages 201-224.
  26. Yiwei Fan & Gang Wang & Xiaoling Lu & Gaobin Wang, 2019. "Distributed forecasting and ant colony optimization for the bike-sharing rebalancing problem with unserved demands," PLOS ONE, Public Library of Science, vol. 14(12), pages 1-26, December.
  27. Horațiu Florian & Camelia Avram & Mihai Pop & Dan Radu & Adina Aștilean, 2023. "Resources Relocation Support Strategy Based on a Modified Genetic Algorithm for Bike-Sharing Systems," Mathematics, MDPI, vol. 11(8), pages 1-32, April.
  28. Kyoungok Kim, 2024. "Discovering spatiotemporal usage patterns of a bike-sharing system by type of pass: a case study from Seoul," Transportation, Springer, vol. 51(4), pages 1373-1407, August.
  29. Saif Benjaafar & Daniel Jiang & Xiang Li & Xiaobo Li, 2022. "Dynamic Inventory Repositioning in On-Demand Rental Networks," Management Science, INFORMS, vol. 68(11), pages 7861-7878, November.
  30. Daniel Freund & Shane G. Henderson & David B. Shmoys, 2022. "Minimizing Multimodular Functions and Allocating Capacity in Bike-Sharing Systems," Operations Research, INFORMS, vol. 70(5), pages 2715-2731, September.
  31. Jan Brinkmann & Marlin W. Ulmer & Dirk C. Mattfeld, 2020. "The multi-vehicle stochastic-dynamic inventory routing problem for bike sharing systems," Business Research, Springer;German Academic Association for Business Research, vol. 13(1), pages 69-92, April.
  32. Silva, Maria Clara Martins & Aloise, Daniel & Jena, Sanjay Dominik, 2024. "Data-driven prioritization strategies for inventory rebalancing in bike-sharing systems," Omega, Elsevier, vol. 129(C).
  33. Çelebi, Dilay & Yörüsün, Aslı & Işık, Hanife, 2018. "Bicycle sharing system design with capacity allocations," Transportation Research Part B: Methodological, Elsevier, vol. 114(C), pages 86-98.
  34. Jiaqing Sun & Yulin He & Jiantong Zhang, 2023. "A Cluster-Then-Route Framework for Bike Rebalancing in Free-Floating Bike-Sharing Systems," Sustainability, MDPI, vol. 15(22), pages 1-33, November.
  35. Gan, Jinxiang & Zhang, Guochuan & Zhang, Yuhao, 2024. "Bike rebalancing: How to find a balanced matching in the k center problem?," European Journal of Operational Research, Elsevier, vol. 316(3), pages 845-855.
  36. Chen, Qingxin & Ma, Shoufeng & Li, Hongming & Zhu, Ning & He, Qiao-Chu, 2024. "Optimizing bike rebalancing strategies in free-floating bike-sharing systems: An enhanced distributionally robust approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 184(C).
  37. Dell’Amico, Mauro & Iori, Manuel & Novellani, Stefano & Subramanian, Anand, 2018. "The Bike sharing Rebalancing Problem with Stochastic Demands," Transportation Research Part B: Methodological, Elsevier, vol. 118(C), pages 362-380.
  38. Liang Gao & Wei Xu & Yifeng Duan, 2019. "Dynamic Scheduling Based on Predicted Inventory Variation Rate for Public Bicycle System," Sustainability, MDPI, vol. 11(7), pages 1-11, March.
  39. Daniel Freund & Shane G. Henderson & Eoin O’Mahony & David B. Shmoys, 2019. "Analytics and Bikes: Riding Tandem with Motivate to Improve Mobility," Interfaces, INFORMS, vol. 49(5), pages 310-323, September.
  40. Du, Mingyang & Cheng, Lin & Li, Xuefeng & Tang, Fang, 2020. "Static rebalancing optimization with considering the collection of malfunctioning bikes in free-floating bike sharing system," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 141(C).
  41. Ford, Stephen & Atkinson, Michael P. & Glazebrook, Kevin & Jacko, Peter, 2020. "On the dynamic allocation of assets subject to failure," European Journal of Operational Research, Elsevier, vol. 284(1), pages 227-239.
  42. Bruno Albert Neumann-Saavedra & Teodor Gabriel Crainic & Bernard Gendron & Dirk Christian Mattfeld & Michael Römer, 2020. "Integrating Resource Management in Service Network Design for Bike-Sharing Systems," Transportation Science, INFORMS, vol. 54(5), pages 1251-1271, September.
  43. Wen-I Lin & Justin Spinney, 2021. "Mobilising the dispositive: Exploring the role of dockless public bike sharing in transforming urban governance in Shanghai," Urban Studies, Urban Studies Journal Limited, vol. 58(10), pages 2095-2116, August.
  44. Ruijing Wu & Shaoxuan Liu & Zhenyang Shi, 2019. "Customer Incentive Rebalancing Plan in Free-Float Bike-Sharing System with Limited Information," Sustainability, MDPI, vol. 11(11), pages 1-24, May.
  45. Junming Liu & Weiwei Chen & Leilei Sun, 2025. "A Data-Driven Optimization Framework for Static Rebalancing Operations in Bike Sharing Systems," INFORMS Journal on Computing, INFORMS, vol. 37(5), pages 1369-1390, September.
  46. Bruck, Bruno P. & Coutinho, Walton P. & Munari, Pedro, 2025. "The Robust Bike sharing Rebalancing Problem: Formulations and a branch-and-cut algorithm," European Journal of Operational Research, Elsevier, vol. 325(1), pages 67-80.
  47. Carlos Diez & Javier Palanca & Victor Sanchez-Anguix & Stella Heras & Adriana Giret & Vicente Julián, 2019. "Towards a Persuasive Recommender for Bike Sharing Systems: A Defeasible Argumentation Approach," Energies, MDPI, vol. 12(4), pages 1-19, February.
  48. Philippe Olivier & Andrea Lodi & Gilles Pesant, 2022. "Measures of balance in combinatorial optimization," 4OR, Springer, vol. 20(3), pages 391-415, September.
  49. Guo, Yuhan & Li, Jinning & Xiao, Linfan & Allaoui, Hamid & Choudhary, Alok & Zhang, Lufang, 2024. "Efficient inventory routing for Bike-Sharing Systems: A combinatorial reinforcement learning framework," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 182(C).
  50. Legros, Benjamin & Fransoo, Jan C., 2023. "Admission and pricing optimization of on-street parking with delivery bays," Other publications TiSEM 6d41ee5c-27dc-4d34-aff1-4, Tilburg University, School of Economics and Management.
  51. Malliga Subramanian & Jaehyuk Cho & Sathishkumar Veerappampalayam Easwaramoorthy & Akash Murugesan & Ramya Chinnasamy, 2023. "Enhancing Sustainable Transportation: AI-Driven Bike Demand Forecasting in Smart Cities," Sustainability, MDPI, vol. 15(18), pages 1-19, September.
  52. Szeto, W.Y. & Shui, C.S., 2018. "Exact loading and unloading strategies for the static multi-vehicle bike repositioning problem," Transportation Research Part B: Methodological, Elsevier, vol. 109(C), pages 176-211.
  53. Sayarshad, Hamid R. & Chow, Joseph Y.J., 2017. "Non-myopic relocation of idle mobility-on-demand vehicles as a dynamic location-allocation-queueing problem," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 106(C), pages 60-77.
  54. Liu, Yixiao & Tian, Zihao & Pan, Baoran & Zhang, Wenbin & Liu, Yunqi & Tian, Lixin, 2022. "A hybrid big-data-based and tolerance-based method to estimate environmental benefits of electric bike sharing," Applied Energy, Elsevier, vol. 315(C).
  55. Li, Shukai & Luo, Qi & Hampshire, Robert Cornelius, 2021. "Optimizing large on-demand transportation systems through stochastic conic programming," European Journal of Operational Research, Elsevier, vol. 295(2), pages 427-442.
  56. Fu, Chenyi & Zhu, Ning & Ma, Shoufeng & Liu, Ronghui, 2022. "A two-stage robust approach to integrated station location and rebalancing vehicle service design in bike-sharing systems," European Journal of Operational Research, Elsevier, vol. 298(3), pages 915-938.
  57. Jaume Torres & Enrique Jiménez-Meroño & Francesc Soriguera, 2024. "Forecasting the Usage of Bike-Sharing Systems through Machine Learning Techniques to Foster Sustainable Urban Mobility," Sustainability, MDPI, vol. 16(16), pages 1-14, August.
  58. Dehdari Ebrahimi, Zhila & Momenitabar, Mohsen & Nasri, Arefeh A. & Mattson, Jeremy, 2022. "Using a GIS-based spatial approach to determine the optimal locations of bikeshare stations: The case of Washington D.C," Transport Policy, Elsevier, vol. 127(C), pages 48-60.
  59. Fu, Chenyi & Ma, Shoufeng & Zhu, Ning & He, Qiao-Chu & Yang, Hai, 2022. "Bike-sharing inventory management for market expansion," Transportation Research Part B: Methodological, Elsevier, vol. 162(C), pages 28-54.
  60. Zhou, Yaoming & Lin, Zeyu & Guan, Rui & Sheu, Jiuh-Biing, 2023. "Dynamic battery swapping and rebalancing strategies for e-bike sharing systems," Transportation Research Part B: Methodological, Elsevier, vol. 177(C).
  61. Yixiao Liu & Wenshan Liu & Rui Zhao & Lixin Tian, 2023. "Can Docked Bike-Sharing Systems Reach Their Dual Sustainability in Terms of Environmental Benefits and Financial Operations? A Comparative Study from Nanjing, 2017 and 2023," Sustainability, MDPI, vol. 15(24), pages 1-39, December.
  62. Sharon Datner & Tal Raviv & Michal Tzur & Daniel Chemla, 2019. "Setting Inventory Levels in a Bike Sharing Network," Service Science, INFORMS, vol. 53(1), pages 62-76, February.
  63. Robin Dee & Armin Fügenschuh & George Kaimakamis, 2021. "The Unit Re-Balancing Problem," Mathematics, MDPI, vol. 9(24), pages 1-19, December.
  64. Bahman Lahoorpoor & Hamed Faroqi & Abolghasem Sadeghi-Niaraki & Soo-Mi Choi, 2019. "Spatial Cluster-Based Model for Static Rebalancing Bike Sharing Problem," Sustainability, MDPI, vol. 11(11), pages 1-21, June.
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  67. Mohammed Elhenawy & Hesham A. Rakha & Youssef Bichiou & Mahmoud Masoud & Sebastien Glaser & Jack Pinnow & Ahmed Stohy, 2021. "A Feasible Solution for Rebalancing Large-Scale Bike Sharing Systems," Sustainability, MDPI, vol. 13(23), pages 1-19, December.
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  69. Qian, Qiuchen & Wang, Yanran & Boyle, David, 2024. "On solving close enough orienteering problems with overlapped neighborhoods," European Journal of Operational Research, Elsevier, vol. 318(2), pages 369-387.
  70. Zhou, Yu & Chen, Yang & Liu, Shenyan & Kou, Gang, 2024. "Availability simulation and transfer prediction for bike sharing systems based on discrete event simulation," Socio-Economic Planning Sciences, Elsevier, vol. 94(C).
  71. Legros, Benjamin & Fransoo, Jan C., 2024. "Admission and pricing optimization of on-street parking with delivery bays," European Journal of Operational Research, Elsevier, vol. 312(1), pages 138-149.
  72. Bruno A. Neumann-Saavedra & Rossana Cavagnini, 2025. "Column-generation-based heuristics for integrating static rebalancing and faulty bike collection in bike-sharing systems," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 47(2), pages 375-409, June.
  73. Bian, Yiwen & Cui, Yitong & Yan, Shuai & Han, Xiaohua, 2021. "Optimal strategy of a customer-to-customer sharing platform: Whether to launch its own sharing service?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 149(C).
  74. Muhammad Usama & Yongjun Shen & Onaira Zahoor, 2019. "Towards an Energy Efficient Solution for Bike-Sharing Rebalancing Problems: A Battery Electric Vehicle Scenario," Energies, MDPI, vol. 12(13), pages 1-21, June.
  75. van der Laan, Niels & Teunter, Ruud H. & Romeijnders, Ward & Kilic, Onur A., 2022. "The data-driven newsvendor problem: Achieving on-target service-levels using distributionally robust chance-constrained optimization," International Journal of Production Economics, Elsevier, vol. 249(C).
  76. Gleditsch, Marte D. & Hagen, Kristine & Andersson, Henrik & Bakker, Steffen J. & Fagerholt, Kjetil, 2024. "A column generation heuristic for the dynamic bicycle rebalancing problem," European Journal of Operational Research, Elsevier, vol. 317(3), pages 762-775.
  77. Ye Ding & Jiantong Zhang & Jiaqing Sun, 2022. "Branch-and-Price-and-Cut for the Heterogeneous Fleet and Multi-Depot Static Bike Rebalancing Problem with Split Load," Sustainability, MDPI, vol. 14(17), pages 1-24, August.
  78. Guillermo Cabrera-Guerrero & Aníbal Álvarez & Joaquín Vásquez & Pablo A. Maya Duque & Lucas Villavicencio, 2022. "A VNS-Based Matheuristic to Solve the Districting Problem in Bicycle-Sharing Systems," Mathematics, MDPI, vol. 10(22), pages 1-15, November.
  79. Tao, Jiawei & Dai, Hongyan & Chen, Weiwei & Jiang, Hai, 2023. "The value of personalized dispatch in O2O on-demand delivery services," European Journal of Operational Research, Elsevier, vol. 304(3), pages 1022-1035.
  80. Bruno P. Bruck & Fábio Cruz & Manuel Iori & Anand Subramanian, 2019. "The Static Bike Sharing Rebalancing Problem with Forbidden Temporary Operations," Transportation Science, INFORMS, vol. 53(3), pages 882-896, May.
  81. Lv, Chang & Zhang, Chaoyong & Lian, Kunlei & Ren, Yaping & Meng, Leilei, 2022. "A two-echelon fuzzy clustering based heuristic for large-scale bike sharing repositioning problem," Transportation Research Part B: Methodological, Elsevier, vol. 160(C), pages 54-75.
  82. Shao, Siyu & Li, Deyi & Zhou, Yaoming & Sheu, Jiuh-Biing, 2025. "Optimizing battery swapping for city-scale e-bike sharing systems: A three-stage spatial–temporal cluster-based approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 198(C).
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  96. Chen, Qingxin & Ma, Shoufeng & Fu, Chenyi & Zhu, Ning & He, Qiao-Chu, 2025. "A robust satisficing multi-objective optimization approach for bike-sharing systems with heterogeneous user types," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 202(C).
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