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A bicycle node network is a wayfinding system targeted at recreational cyclists, consisting of numbered signposts placed alongside already existing infrastructure. Bicycle node networks are becoming increasingly popular as they encourage…

Computers and Society · Computer Science 2024-12-31 Anastassia Vybornova , Ane Rahbek Vierø , Kirsten Krogh Hansen , Michael Szell

Cycling is a key ingredient for a sustainability shift of Denmark's transportation system. To increase cycling rates, a better nationwide network of bicycle infrastructure is required. Planning such a network requires high-quality…

Computers and Society · Computer Science 2025-01-22 Ane Rahbek Vierø , Anastassia Vybornova , Michael Szell

While cycling offers an attractive option for sustainable transportation, many potential cyclists are discouraged from taking up cycling due to the lack of suitable and safe infrastructure. Efficiently mapping cycling infrastructure across…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Kal Backman , Ben Beck , Dana Kulić

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

Urban transportation networks, from sidewalks and bicycle paths to streets and rail lines, provide the backbone for movement and socioeconomic life in cities. These networks can be understood as layers of a larger multiplex transport…

Physics and Society · Physics 2021-04-28 Luis Natera , Federico Battiston , Gerardo Iñiguez , Michael Szell

Cities worldwide are trying to increase the modal share of bicycle traffic to address traffic and carbon emission problems. Aside from safety, a key factor for this is the cycling comfort, including the surface quality of cycle paths. In…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-03 Ahmet-Serdar Karakaya , Leonard Thomas , Denis Koljada , David Bermbach

Road networks are among the most essential components of a country's infrastructure. By facilitating the movement and exchange of goods, people, and ideas, they support economic and cultural activity both within and across borders.…

Machine Learning · Computer Science 2020-12-02 Benjamin Choi , John Kamalu

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…

Physics and Society · Physics 2025-02-06 Alessandro Lonardi , Michael Szell , Caterina De Bacco

BEFANA is a free and open-source software tool for ecological network analysis and visualisation. It is adapted to ecologists' needs and allows them to study the topology and dynamics of ecological networks as well as apply selected machine…

Quantitative Methods · Quantitative Biology 2026-03-12 Martin Marzidovšek , Vid Podpečan , Erminia Conti , Marko Debeljak , Christian Mulder

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

Cycling is an effective solution for making urban transport more sustainable. However, bicycle networks are typically developed in a slow, piecewise process that leaves open a large number of gaps, even in well developed cycling cities like…

Physics and Society · Physics 2023-05-03 Anastassia Vybornova , Tiago Cunha , Astrid Gühnemann , Michael Szell

In this paper, we present "BIKED," a dataset comprised of 4500 individually designed bicycle models sourced from hundreds of designers. We expect BIKED to enable a variety of data-driven design applications for bicycles and support the…

Machine Learning · Computer Science 2021-08-19 Lyle Regenwetter , Brent Curry , Faez Ahmed

Cycling is a promising solution to unsustainable urban transport systems. However, prevailing bicycle network development follows a slow and piecewise process, without taking into account the structural complexity of transportation…

Physics and Society · Physics 2022-04-27 Michael Szell , Sayat Mimar , Tyler Perlman , Gourab Ghoshal , Roberta Sinatra

Roads are among the most essential components of any country's infrastructure. By facilitating the movement and exchange of people, ideas, and goods, they support economic and cultural activity both within and across local and international…

Computer Vision and Pattern Recognition · Computer Science 2020-06-16 John Kamalu , Benjamin Choi

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

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

On-road bicycle lanes improve safety for cyclists, and encourage participation in cycling for active transport and recreation. With many local authorities responsible for portions of the infrastructure, official maps and datasets of bicycle…

Computer Vision and Pattern Recognition · Computer Science 2022-04-28 Tyler Saxton

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

Intelligent Transportation Systems increasingly depend on heterogeneous data from roadside cameras, UAV imagery, LiDAR, and in-vehicle sensors, yet the lack of unified data standards, model interfaces, and evaluation protocols across these…

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