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Related papers: Bicycle-Sharing System Analysis and Trip Predictio…

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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

Bike sharing is an increasingly popular part of urban transportation systems. Accurate demand prediction is the key to support timely re-balancing and ensure service efficiency. Most existing models of bike-sharing demand prediction are…

Machine Learning · Computer Science 2022-03-22 Yuebing Liang , Guan Huang , Zhan Zhao

Understanding the usage patterns for bike-sharing systems is essential in terms of supporting and enhancing operational planning for such schemes. Studies have demonstrated how factors such as weather conditions influence the number of…

Applications · Statistics 2023-10-24 Andreas Piter , Philipp Otto , Hamza Alkhatib

Vehicle-sharing systems are becoming important for urban transportation. In these systems, users arrive at a station, pick up a vehicle, use it for a while and then return it to another station of their choice. Depending on the type of…

Probability · Mathematics 2015-04-16 Cédric Bourdais , Christine Fricker

In this paper, we study a variant of the dynamic ridesharing problem with a specific focus on peak hours: Given a set of drivers and rider requests, we aim to match drivers to each rider request by achieving two objectives: maximizing the…

Databases · Computer Science 2020-04-07 Hui Luo , Zhifeng Bao , Farhana M. Choudhury , J. Shane Culpepper

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

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

Understanding the drivers of urban mobility is vital for epidemiology, urban planning, and communication networks. Human movements have so far been studied by observing people's positions in a given space and time, though most recent models…

Social and Information Networks · Computer Science 2014-02-21 Raja Jurdak

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,…

Applications · Statistics 2019-02-14 Sara Daraei , Konstantinos Pelechrinis , Daniele Quercia

Bike sharing systems often suffer from poor capacity management as a result of variable demand. These bike sharing systems would benefit from models to predict demand in order to moderate the number of bikes stored at each station. In this…

Machine Learning · Computer Science 2022-12-20 Alexander Saff , Mayur Bhandary , Siddharth Srivastava

Bike-sharing systems are a rapidly developing mode of transportation and provide an efficient alternative to passive, motorized personal mobility. The asymmetric nature of bike demand causes the need for rebalancing bike stations, which is…

Optimization and Control · Mathematics 2021-08-03 Daniele Gammelli , Yihua Wang , Dennis Prak , Filipe Rodrigues , Stefan Minner , Francisco Camara Pereira

Ride-sharing - the combination of multiple trips into one - may substantially contribute towards sustainable urban mobility. It is most efficient at high demand locations with many similar trip requests. However, here we reveal that…

Physics and Society · Physics 2021-06-03 David-Maximilian Storch , Marc Timme , Malte Schröder

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…

Artificial Intelligence · Computer Science 2020-08-25 Sheng Liu , Zuo-Jun Max Shen , Xiang Ji

Dockless bike-sharing (DBS) users often encounter difficulties in finding available bikes at their preferred times and locations. This study examines the determinants of the users' mode shifts in the context of bike absence, using survey…

Econometrics · Economics 2025-03-19 Hongjun Cui , Zhixiao Ren , Xinwei Ma , Minqing Zhu

Cycling is a crucial part of sustainable urban transportation. Promoting cycling critically relies on a sufficiently developed bicycle infrastructure. However, designing efficient bike path networks constitutes a complex problem that…

Physics and Society · Physics 2022-10-11 Christoph Steinacker , David-Maximilian Storch , Marc Timme , Malte Schröder

Vehicle sharing system consists of a fleet of vehicles (usually bikes or cars) that can be rented at one station and returned at another station. We study how to achieve guaranteed service availability in such systems. Specifically, we are…

Systems and Control · Computer Science 2018-09-19 Michal Čáp , Szabolcs Vajna , Emilio Frazzoli

Bike Sharing Systems (BSSs) have been adopted in many major cities of the world due to traffic congestion and carbon emissions. Although there have been approaches to exploiting either bike trailers via crowdsourcing or carrier vehicles to…

Artificial Intelligence · Computer Science 2019-09-23 Xinghua Zheng , Ming Tang , Hankz Hankui Zhuo , Kevin X. Wen

Understanding individual mobility behavior is critical for modeling urban transportation. It provides deeper insights on the generative mechanisms of human movements. Emerging data sources such as mobile phone call detail records, social…

Social and Information Networks · Computer Science 2020-10-21 Jiechao Zhang , Samiul Hasan , Xuedong Yan , Xiaobing Liu

In this paper, we propose a novel, computational efficient, dynamic ridesharing algorithm. The beneficial computational properties of the algorithm arise from casting the ridesharing problem as a linear assignment problem between fleet…

Optimization and Control · Mathematics 2021-01-05 Andrea Simonetto , Julien Monteil , Claudio Gambella

As the shared micromobility becomes a part of our daily life and environment, we expect the number of low-speed modes for first-and-last mile trips to grow rapidly. The shared micomobility is expected to serve billions of humans, bringing…

Computers and Society · Computer Science 2022-03-09 Yixuan Liu , Yuhan Tang , Yati Liu