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相关论文: Comparing Analytical Approaches for Bike Station E…

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Urban bike-sharing systems require strategic station expansion to meet growing demand. Traditional allocation approaches rely on explicit demand modelling that may not capture the urban characteristics distinguishing successful stations.…

机器学习 · 计算机科学 2026-04-20 Oluwaleke Yusuf , M. Tsaqif Wismadi , Adil Rasheed

Planning the layout of bicycle-sharing stations is a complex process, especially in cities where bicycle sharing systems are just being implemented. Urban planners often have to make a lot of estimates based on both publicly available data…

机器学习 · 计算机科学 2021-11-03 Kamil Raczycki

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

Bicycle-sharing systems (BSS) have become a daily reality for many citizens of larger, wealthier cities in developed regions. However, planning the layout of bicycle-sharing stations usually requires expensive data gathering, surveying…

机器学习 · 计算机科学 2021-11-02 Kamil Raczycki , Piotr Szymański

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

Bicycle infrastructure networks must meet the needs of cyclists to position cycling as a viable transportation choice in cities. In particular, protected infrastructure should be planned cohesively for the whole city and spacious enough to…

物理与社会 · 物理学 2025-02-06 Alessandro Lonardi , Michael Szell , Caterina De Bacco

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,…

系统与控制 · 电气工程与系统科学 2022-04-19 Pedram Beigi , Michel Khoueiry , Mohammad Sadra Rajabi , Samer Hamdar

We study an urban bike lane planning problem based on the fine-grained bike trajectory data, which is made available by smart city infrastructure such as bike-sharing systems. The key decision is where to build bike lanes in the existing…

人工智能 · 计算机科学 2020-08-25 Sheng Liu , Zuo-Jun Max Shen , Xiang Ji

Bike sharing demand is increasing in large cities worldwide. The proper functioning of bike-sharing systems is, nevertheless, dependent on a balanced geographical distribution of bicycles throughout a day. In this context, understanding the…

机器学习 · 计算机科学 2021-05-05 Cláudio Sardinha , Anna C. Finamore , Rui Henriques

Accurate forecasting of bus ridership (passengers numbers) is crucial for efficient management and optimization of public transport systems. Traditional forecasting models often fail to capture the unique and localized dynamics of different…

机器学习 · 计算机科学 2026-05-04 Daniel Azenkot , Michael Fire , Eran Ben Elia

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.…

最优化与控制 · 数学 2022-03-15 Daniel Freund , Shane G. Henderson , David B. Shmoys

Bike sharing is emerging globally as an active, convenient, and sustainable mode of transportation. To plan successful bike-sharing systems (BSSs), many cities start from a small-scale pilot and gradually expand the system to cover more…

机器学习 · 计算机科学 2023-10-09 Yuebing Liang , Fangyi Ding , Guan Huang , Zhan Zhao

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…

最优化与控制 · 数学 2024-06-17 E. Angelelli , A. Mor , M. G. Speranza

Following the growth of dock-based bike sharing systems as an eco-friendly solution for transportation in urban areas, Dockless systems are revolutionizing the market for the increased flexibility they offer to users. Bike redistribution is…

计算机与社会 · 计算机科学 2020-04-27 Damian Barabonkov , Samantha D'Alonzo , Joseph Pierre , Daniel Kondor , Xiaohu Zhang , Mai Anh Tien

In urban spatial networks, there is an interdependency between neighborhood roles and the transportation methods between neighborhoods. In this paper, we classify docking stations in bicycle-sharing networks to gain insight into the human…

社会与信息网络 · 计算机科学 2021-08-16 Jane Carlen , Jaume de Dios Pont , Cassidy Mentus , Shyr-Shea Chang , Stephanie Wang , Mason A. Porter

For short distance traveling in crowded urban areas, bike share services are becoming popular owing to the flexibility and convenience. To expand the service coverage, one of the key tasks is to seek new service ports, which requires to…

机器学习 · 计算机科学 2020-11-09 Yuan Wang , Chenwei Wang , Yinan Ling , Keita Yokoyama , Hsin-Tai Wu , Yi Fang

Data collected from a bike-sharing system exhibit complex temporal and spatial features. We analyze shared-bike usage data collected in three large cities at the level of individual stations, accounting for station-specific behavior and…

应用统计 · 统计学 2024-08-27 Yunjin Choi , Haeran Cho , Hyelim Son

Accurately forecasting transportation demand is crucial for efficient urban traffic guidance, control and management. One solution to enhance the level of prediction accuracy is to leverage graph convolutional networks (GCN), a neural…

机器学习 · 计算机科学 2021-07-08 Zhengyong Chen , Hongde Wu , Noel E. O'Connor , Mingming Liu

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

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
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