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This paper provides an analysis of human mobility data in an urban area using the amount of available bikes in the stations of the community bicycle program Bicing in Barcelona. The data was obtained by periodic mining of a KML-file…

Computers and Society · Computer Science 2010-09-23 Andreas Kaltenbrunner , Rodrigo Meza , Jens Grivolla , Joan Codina , Rafael Banchs

Bike-sharing systems have emerged as a significant element of urban mobility, providing an environmentally friendly transportation alternative. With the increasing integration of electric bikes alongside mechanical bikes, it is crucial to…

Computers and Society · Computer Science 2024-07-19 Jordi Grau-Escolano , Aleix Bassolas , Julian Vicens

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…

Machine Learning · Computer Science 2021-11-03 Kamil Raczycki

Bicycle-sharing systems, which can provide shared bike usage services for the public, have been launched in many big cities. In bicycle-sharing systems, people can borrow and return bikes at any stations in the service region very…

Computers and Society · Computer Science 2016-04-05 Jiawei Zhang , Xiao Pan , Moyin Li , Philip S. Yu

Public bike renting is more and more popular in cities to incentivise a reduction in car journeys and to boost the use of green transportation alternatives. One of the challenges of this application is to effectively plan the resources…

Computers and Society · Computer Science 2017-04-25 Thanh Thoa Pham Thi , Joe Timoney , Shyram Ravichandran , Peter Mooney , Adam Winstanley

Vehicle-sharing systems -- such as bike-, car-, or motorcycle-sharing systems -- have become increasingly popular in big cities in recent years. On the one hand, they provide a cheaper and environmentally friendlier means of transportation…

Artificial Intelligence · Computer Science 2024-01-24 Holger Billhardt , Alberto Fernández , Sascha Ossowski

This paper presents SAFEBIKE, a novel route recommendation system for bike-sharing service that utilizes station information to infer the number of available bikes in dock and recommend bike routes according to multiple factors such as…

Computers and Society · Computer Science 2017-12-06 Weisheng Zhong , Fanglan Chen , Kaiqun Fu , Chang-Tien Lu

Bike sharing has become one of the major choices of transportation for residents in metropolitan cities worldwide. A station-based bike sharing system is usually operated in the way that a user picks up a bike from one station, and drops it…

Machine Learning · Computer Science 2020-08-18 Xi Yang , Suining He

Predicting temporal patterns across various domains poses significant challenges due to their nuanced and often nonlinear trajectories. To address this challenge, prediction frameworks have been continuously refined, employing data-driven…

Machine Learning · Computer Science 2024-05-28 Sangjoon Park , Yongsung Kwon , Hyungjoon Soh , Mi Jin Lee , Seung-Woo Son

The paper develops models for modeling the availability of bikes in the San Francisco Bay Area Bike Share System applying machine learning at two levels: network and station. Investigating BSSs at the station-level is the full problem that…

Computers and Society · Computer Science 2020-09-22 Huthaifa I. Ashqar , Mohammed Elhenawy , Hesham A. Rakha , Mohammed Almannaa , Leanna House

Shifting to cycling in urban areas reduces greenhouse gas emissions and improves public health. Street-level bicycle volume information would aid cities in planning targeted infrastructure improvements to encourage cycling and provide civil…

Computers and Society · Computer Science 2025-02-26 Silke K. Kaiser , Nadja Klein , Lynn H. Kaack

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…

Optimization and Control · Mathematics 2024-10-10 Wen Ji , Ke Han , Qi Hao , Qian Ge , Ying Long

Efficient use of urban micromobility resources such as bike sharing is challenging due to the unbalanced station-level demand and supply, which causes the maintenance of the bike sharing systems painstaking. Prior efforts have been made on…

Artificial Intelligence · Computer Science 2025-07-23 Xi Yang , Jiachen Wang , Song Han , Suining He

As more people move back into densely populated cities, bike sharing is emerging as an important mode of urban mobility. In a typical bike sharing system, riders arrive at a station and take a bike if it is available. After retrieving a…

Probability · Mathematics 2020-04-23 Shuang Tao , Jamol Pender

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 are a very popular means to provide bikes to citizens in a simple and cheap way. The idea is to install bike stations at various points in the city, from which a registered user can easily loan a bike by removing it…

Artificial Intelligence · Computer Science 2013-12-17 Tommaso Urli

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…

Machine Learning · Computer Science 2021-11-02 Kamil Raczycki , Piotr Szymański

These last years with the growing population in the smart city demands an efficient transportation sharing (bike sharing) system for developing the smart city. The Bike sharing as we know is affordable, easily accessible and reliable mode…

Computers and Society · Computer Science 2017-09-06 Monika Rani , O. P. Vyas

The paper develops a method that quantifies the effect of weather conditions on the prediction of bike station counts in the San Francisco Bay Area Bike Share System. The Random Forest technique was used to rank the predictors that were…

Computers and Society · Computer Science 2020-06-16 Huthaifa I. Ashqar , Mohammed Elhenawy , Hesham A. Rakha

In a scenario of growing usage of park-and-ride facilities, understanding and predicting car park occupancy is becoming increasingly important. This study presents a model that effectively captures the occupancy patterns of park-and-ride…

Applications · Statistics 2025-10-14 Andreas Kaltenbrunner , Josep Ferrer , David Moreno , Vicenç Gómez
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