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To enhance the service quality of bikesharing programs, bike fleet relocation is widely applied to redistribute bikes from bike sufficient areas to bike shortage areas thereby making a better bike-rider balance across different areas. In…

Optimization and Control · Mathematics 2023-11-06 Xinling Li , Yu Shen , Chi Xie , Xiaohu Zhang , Hanjun Fu

In bike sharing systems the quality of the service to the users strongly depends on the strategy adopted to reposition the bikes. The bike repositioning problem is in general very complex as it involves different interrelated decisions: the…

Optimization and Control · Mathematics 2024-06-17 E. Angelelli , A. Mor , M. G. Speranza

Bike-sharing is becoming increasingly popular as an urban traffic mode while increasing the affordability, flexibility, and reliability of interconnected public transportation systems (i.e., interconnected light rail, buses, micro-mobility,…

Systems and Control · Electrical Eng. & Systems 2022-04-19 Pedram Beigi , Michel Khoueiry , Mohammad Sadra Rajabi , Samer Hamdar

The growing popularity of bike-sharing systems around the world has motivated recent attention to models and algorithms for their effective operation. Most of this literature focuses on their daily operation for managing asymmetric demand.…

Optimization and Control · Mathematics 2022-03-15 Daniel Freund , Shane G. Henderson , David B. Shmoys

Dock-based bike-sharing systems exhibit spatial imbalances between bicycle supply and user demand, often addressed through overnight truck-based rebalancing. This work studies static overnight rebalancing under demand uncertainty modeled as…

Neural and Evolutionary Computing · Computer Science 2026-04-10 Diego Daniel Pedroza-Perez , Gabriel Luque , Sergio Nesmachnow , Jamal Toutouh

Recent technological developments have shown significant potential for transforming urban mobility. Considering first- and last-mile travel and short trips, the rapid adoption of dockless bike-share systems showed the possibility of…

Computers and Society · Computer Science 2021-02-01 Dániel Kondor , Xiaohu Zhang , Malika Meghjani , Paolo Santi , Jinhua Zhao , Carlo Ratti

This paper proposes a fully dynamic Deep Reinforcement Learning (DRL) method for rebalancing dockless bike-sharing systems, overcoming the limitations of periodic, system-wide interventions. We model the service through a graph-based…

Systems and Control · Electrical Eng. & Systems 2026-05-15 Edoardo Scarpel , Alberto Pettena , Matteo Cederle , Federico Chiariotti , Marco Fabris , Gian Antonio Susto

This paper investigates a specific instance of the static repositioning problem within station-based bike-sharing systems. Our study incorporates operational and damaged bikes, a heterogeneous fleet, and multiple visits between stations and…

Optimization and Control · Mathematics 2024-07-26 Julio-Mario Daza-Escorcia , David Álvarez Martínez

Bike-sharing systems are emerging in various cities as a new ecofriendly transportation system. In these systems, spatiotemporally varying user demands lead to imbalanced inventory at bicycle stations, resulting in additional relocation…

Machine Learning · Computer Science 2025-09-01 Tatsuya Mitomi , Fumiyasu Makinoshima , Fumiya Makihara , Eigo Segawa

The last decade has seen a rapid rise in the number of bikeshare programs, where bikes are made available throughout a community on an as-needed basis. Given that many of these programs are at least partially publicly funded, a central…

Applications · Statistics 2019-06-04 Simon Couch , Heather Kitada Smalley

Bike-sharing systems are becoming important for urban transportation. In such systems, users arrive at a station, take a bike and use it for a while, then return it to another station of their choice. Each station has a finite capacity: it…

Adaptation and Self-Organizing Systems · Physics 2015-03-19 Christine Fricker , Nicolas Gast

Fundamental laws of human mobility have been extensively studied, yet we are still lacking a comprehensive understanding of the mobility patterns of sharing conveyances. Since travellers would highly probably no longer possess their own…

Physics and Society · Physics 2022-02-16 Ruiqi Li , Ankang Luo , Fan Shang , Linyuan Lv , Jingfang Fan , Gang Lu , Liming Pan , Lixin Tian , H. Eugene Stanley

Bike sharing systems' popularity has consistently been rising during the past years. Managing and maintaining these emerging systems are indispensable parts of these systems. Visualizing the current operations can assist in getting a better…

Artificial Intelligence · Computer Science 2017-08-15 Kiana Roshan Zamir , Ali Shafahi , Ali Haghani

Shared bicycles have emerged as a transformative force in urban transportation, effectively addressing the perennial 'last mile' challenge faced by commuters. The limitations of station-based bike-sharing systems, constrained by…

Applications · Statistics 2024-01-09 Xuxilu Zhang , Lingqi Gu , Nan Zhao

Bike sharing is a vital component of a modern multi-modal transportation system. However, its implementation can lead to bike supply-demand imbalance due to fluctuating spatial and temporal demands. This study proposes a comprehensive…

Physics and Society · Physics 2018-06-11 Lei Lin

In dynamic ride-sharing systems, intelligent repositioning of idle vehicles enables service providers to maximize vehicle utilization and minimize request rejection rates as well as customer waiting times. In current practice, this task is…

Optimization and Control · Mathematics 2020-09-30 Martin Pouls , Anne Meyer , Nitin Ahuja

As a rapidly expanding service, bike sharing is facing severe problems of bike over-supply and demand fluctuation in many Chinese cities. This study develops a large-scale method to determine the minimum fleet size under uncertainty, based…

Other Statistics · Statistics 2022-04-20 Mingzhuang Hua , Xuewu Chen , Jingxu Chen , Yu Jiang

Bike-sharing systems play a crucial role in easing traffic congestion and promoting healthier lifestyles. However, ensuring their reliability and user acceptance requires effective strategies for rebalancing bikes. This study introduces a…

Machine Learning · Computer Science 2024-06-04 Jiaqi Liang , Defeng Liu , Sanjay Dominik Jena , Andrea Lodi , Thibaut Vidal

Bike sharing provides an environment-friendly way for traveling and is booming all over the world. Yet, due to the high similarity of user travel patterns, the bike imbalance problem constantly occurs, especially for dockless bike sharing…

Artificial Intelligence · Computer Science 2018-12-04 Ling Pan , Qingpeng Cai , Zhixuan Fang , Pingzhong Tang , Longbo Huang

We consider a class of nonlinear integer programming problems arising from re-allocation of dock-capacity in a bike sharing system. The main aim of this note is to derive an improved proximity bound for the problem and its scaled variant.…

Optimization and Control · Mathematics 2024-12-10 Akiyoshi Shioura
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