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Cycling is reported by an average of 35\% of adults at least once per week across 28 countries, and as vulnerable road users directly exposed to their surroundings, cyclists experience the street at an intensity unmatched by other modes.…

Physics and Society · Physics 2026-02-12 Haining Ding , Chenxi Wang , Michal Gath-Morad

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

Cyclists face a disproportionate risk of injury, yet conventional crash records are too sparse to identify risk factors at fine spatial and temporal scales. Recently, naturalistic studies have used video data to capture the complex…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Jingwei Guo , Yitai Cheng , Meihui Wang , Ilya Ilyankou , Natchapon Jongwiriyanurak , Xiaowei Gao , Nicola Christie , James Haworth

Realistic modeling of vehicular mobility has been particularly challenging due to a lack of large libraries of measurements in the research community. In this paper we introduce a novel method for large-scale monitoring, analysis, and…

Networking and Internet Architecture · Computer Science 2011-05-26 Gautam S. Thakur , Pan Hui , Hamed Ketabdar , Ahmed Helmy

Understanding the criteria that bicyclists apply when they choose their routes is crucial for planning new bicycle paths or recommending routes to bicyclists. This is becoming more and more important as city councils are becoming…

Computer Vision and Pattern Recognition · Computer Science 2018-06-26 J. Oehrlein , A. Förster , D. Schunck , Y. Dehbi , R. Roscher , J. -H. Haunert

Walking and cycling are known to bring substantial health, environmental, and economic advantages. However, the development of evidence-based active transportation planning and policies has been impeded by significant data limitations, such…

Machine Learning · Computer Science 2025-12-23 Meead Saberi , Tanapon Lilasathapornkit

Cycling is an outdoor activity with massive health benefits, and an effective solution towards sustainable urban transport. Despite these benefits and the recent rising popularity of cycling, most countries still have a negligible uptake.…

Computers and Society · Computer Science 2023-05-03 Alice Battiston , Ludovico Napoli , Paolo Bajardi , André Panisson , Alan Perotti , Michael Szell , Rossano Schifanella

Cycling stress assessment, which quantifies cyclists' perceived stress imposed by the built environment and motor traffics, increasingly informs cycling infrastructure planning and cycling route recommendation. However, currently…

Computer Vision and Pattern Recognition · Computer Science 2024-03-28 Bo Lin , Shoshanna Saxe , Timothy C. Y. Chan

To what extent is the volume of urban bicycle traffic affected by the provision of bicycle infrastructure? In this study, we exploit a large dataset of observed bicycle trajectories in combination with a fine-grained representation of the…

Econometrics · Economics 2023-05-10 Mogens Fosgerau , Miroslawa Lukawska , Mads Paulsen , Thomas Kjær Rasmussen

Active mobility is becoming an essential component of the green transition in modern cities. However, the challenge of designing an efficient network of protected bike lanes without disrupting existing road networks for motorised vehicles…

Physics and Society · Physics 2025-03-31 Riccardo Basilone , Matteo Bruno , Hygor Piaget Monteiro Melo , Michele Avalle , Vittorio Loreto

Promoting active mobility like cycling relies on the availability of well-connected, high-quality bicycle networks. However, expanding these networks over an extended planning horizon presents one of the most complex challenges in transport…

Physics and Society · Physics 2025-05-06 Christoph Steinacker , Mads Paulsen , Malte Schröder , Jeppe Rich

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

The lack of GPS data limits the ability to reconstruct the actual routes taken by cyclists in urban areas. This article introduces an inference method based solely on trip durations and origin-destination pairs from bike-sharing system…

Applications · Statistics 2025-12-18 Bertrand Jouve , Paul Rochet , Mohamadou Salifou

Active travel is an essential component in intelligent transportation systems. Cycling, as a form of active travel, shares the road space with motorised traffic which often affects the cyclists' safety and comfort and therefore peoples'…

Multimedia · Computer Science 2024-04-17 Chia-Yen Chiang , Ruikang Zhong , Jennifer Ding , Joseph Wood , Stephen Bee , Mona Jaber

Research on cycling conditions focuses on cities, because cycling is commonly considered an urban phenomenon. People outside of cities should, however, also have access to the benefits of active mobility. To bridge the gap between urban and…

Physics and Society · Physics 2025-06-17 Ane Rahbek Vierø , Michael Szell

The behavior of cyclists when choosing the path to follow along a road network is not uniform. Some of them are mostly interested in minimizing the travelled distance, but some others may also take into account other features such as safety…

Optimization and Control · Mathematics 2025-03-20 Stefano Ardizzoni , Mattia Laurini , Rafael Praxedes , Luca Consolini , Marco Locatelli

Cycling is critical for cities to transition to more sustainable transport modes. Yet, safety concerns remain a critical deterrent for individuals to cycle. If individuals perceive an environment as unsafe for cycling, it is likely that…

Computer Vision and Pattern Recognition · Computer Science 2024-12-16 Miguel Costa , Manuel Marques , Carlos Lima Azevedo , Felix Wilhelm Siebert , Filipe Moura

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

The lack of cycling infrastructure in urban environments hinders the adoption of cycling as a viable mode for commuting, despite the evident benefits of (e-)bikes as sustainable, efficient, and health-promoting transportation modes. Bike…

Optimization and Control · Mathematics 2024-12-03 Nina Wiedemann , Christian Nöbel , Lukas Ballo , Henry Martin , Martin Raubal

This article presents a novel approach to incorporate visual cues from video-data from a wide-angle stereo camera system mounted at an urban intersection into the forecast of cyclist trajectories. We extract features from image and optical…

Computer Vision and Pattern Recognition · Computer Science 2021-07-01 Stefan Zernetsch , Oliver Trupp , Viktor Kress , Konrad Doll , Bernhard Sick