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Bike-sharing systems (BSS) are key components of urban mobility, promoting active travel and complementing public transport. This paper presents a flexible, data-driven framework for optimizing BSS station placement. Existing methods…

物理与社会 · 物理学 2025-10-21 Jordi Grau-Escolano , David Duran-Rodas , Julian Vicens

The development of smart cities requires innovative sensing solutions for efficient and low-cost urban environment monitoring. Bike-sharing systems, with their wide coverage, flexible mobility, and dense urban distribution, present a…

最优化与控制 · 数学 2024-10-10 Wen Ji , Ke Han , Qi Hao , Qian Ge , Ying Long

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…

应用统计 · 统计学 2024-01-09 Xuxilu Zhang , Lingqi Gu , Nan Zhao

With the focus that cities around the world have put on sustainable transportation during the past few years, biking has become one of the foci for local governments around the world. Cities all over the world invest in bike infrastructure,…

应用统计 · 统计学 2019-02-14 Sara Daraei , Konstantinos Pelechrinis , Daniele Quercia

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…

应用统计 · 统计学 2019-06-04 Simon Couch , Heather Kitada Smalley

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…

物理与社会 · 物理学 2018-06-11 Lei Lin

Bikesharing has gradually become one adopted sustainable transportation mode recent years to bring us many social, environmental, economic, and health-related benefits and rewards. There is increased research toward better understanding of…

物理与社会 · 物理学 2019-01-09 Xiao-Feng Xie , Zunjing Jenipher Wang

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…

最优化与控制 · 数学 2023-11-06 Xinling Li , Yu Shen , Chi Xie , Xiaohu Zhang , Hanjun Fu

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…

人工智能 · 计算机科学 2018-12-04 Ling Pan , Qingpeng Cai , Zhixuan Fang , Pingzhong Tang , Longbo Huang

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…

机器学习 · 计算机科学 2025-09-01 Tatsuya Mitomi , Fumiyasu Makinoshima , Fumiya Makihara , Eigo Segawa

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…

适应与自组织系统 · 物理学 2015-03-19 Christine Fricker , Nicolas Gast

Bike-sharing is an environmentally friendly shared mobility mode, but its self-loop phenomenon, where bikes are returned to the same station after several time usage, significantly impacts equity in accessing its services. Therefore, this…

机器学习 · 计算机科学 2025-11-05 Yichen Wang , Qing Yu , Yancun Song

During the last decade bike sharing systems have emerged as a public transport mode in urban short trips in more than 500 major cities around the world. For the mobility service mode, many challenges from its operations are not well…

性能 · 计算机科学 2016-06-16 Quan-Lin Li , Rui-Na Fan , Jing-Yu Ma

Bike usage in Smart Cities becomes paramount for sustainable urban development. Cycling provides tremendous opportunities for a more healthy lifestyle, lower energy consumption and carbon emissions as well as reduction of traffic jams.…

计算机与社会 · 计算机科学 2019-05-22 David Castells-Graells , Christopher Salahub , Evangelos Pournaras

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…

物理与社会 · 物理学 2022-02-16 Ruiqi Li , Ankang Luo , Fan Shang , Linyuan Lv , Jingfang Fan , Gang Lu , Liming Pan , Lixin Tian , H. Eugene Stanley

Optimizing shared vehicle systems (bike/scooter/car/ride-sharing) is more challenging compared to traditional resource allocation settings due to the presence of \emph{complex network externalities} -- changes in the demand/supply at any…

计算机科学与博弈论 · 计算机科学 2021-05-12 Siddhartha Banerjee , Daniel Freund , Thodoris Lykouris

Autonomous bicycles have recently been proposed as a new and more efficient approach to bicycle-sharing systems (BSS), but the corresponding environmental implications remain unresearched. Conducting environmental impact assessments at an…

综合经济学 · 经济学 2023-01-18 Naroa Coretti Sanchez , Luis Alonso Pastor , Kent Larson

In this article, we will discuss the optimization of Shanghai's recycling collection program, with the core of the task as making a decision among the choice of the alternatives. We will be showing a vivid and comprehensive application of…

计算机与社会 · 计算机科学 2026-02-02 Jiaxuan Chen , Ling Zhou Shen , Jinchen Liu

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…

其他统计学 · 统计学 2022-04-20 Mingzhuang Hua , Xuewu Chen , Jingxu Chen , Yu Jiang

The widespread adoption of battery electric vehicles (BEVs) holds promise for mitigating emission-related health impacts, particularly for low-income communities disproportionately affected by exposure to traffic-related air pollution.…

系统与控制 · 电气工程与系统科学 2026-02-02 Ismaeel Babur , Jane Macfarlane
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