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Bike-sharing systems play a crucial role in easing traffic congestion and promoting healthier lifestyles. However, ensuring their reliability and user acceptance requires effective strategies for rebalancing bikes. This study introduces a…

Machine Learning · Computer Science 2024-06-04 Jiaqi Liang , Defeng Liu , Sanjay Dominik Jena , Andrea Lodi , Thibaut Vidal

An algorithm to cluster mobility-on-demand trips considering road network structure is developed in this paper. The benefits of our network partition algorithm are demonstrated in numerical simulations, showing that we can use fewer…

Optimization and Control · Mathematics 2018-12-18 Xianan Huang , Huei Peng

Ridesplitting -- a type of ride-hailing in which riders share vehicles with other riders -- has become a common travel mode in some major cities. This type of shared ride option is currently provided by transportation network companies…

Applications · Statistics 2023-05-05 Hao Liu , Saipraneeth Devunuri , Lewis Lehe , Vikash V. Gayah

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 study examines the behavioral and environmental implications of shared autonomous micro-mobility systems, focusing on autonomous bicycles and their integration with transit in the U.S. While prior research has addressed operational and…

Emerging Technologies · Computer Science 2025-08-06 Naroa Coretti Sanchez , Kent Larson

As efficient traffic-management platforms, public vehicle (PV) systems are envisioned to be a promising approach to solving traffic congestions and pollutions for future smart cities. PV systems provide online/dynamic peer-to-peer…

Artificial Intelligence · Computer Science 2017-12-29 Ming Zhu , Xiao-Yang Liu , Xiaodong Wang

Ride-sharing or vehicle-pooling allows commuters to team up spontaneously for transportation cost sharing. This has become a popular trend in the emerging paradigm of sharing economy. One crucial component to support effective ride-sharing…

Computer Science and Game Theory · Computer Science 2022-05-09 Sid Chi-Kin Chau , Shuning Shen , Yue Zhou

Bike sharing systems have been widely deployed around the world in recent years. A core problem in such systems is to reposition the bikes so that the distribution of bike supply is reshaped to better match the dynamic bike demand. When the…

Computer Science and Game Theory · Computer Science 2023-07-04 Hongtao Lv , Chaoli Zhang , Zhenzhe Zheng , Tie Luo , Fan Wu , Guihai Chen

In 2008, the CEO of the company that manages and maintains the public bicycle service in Barcelona recognized that one may not expect to always find a place to leave the rented bike nearby their destination, similarly to the case when,…

Artificial Intelligence · Computer Science 2015-08-07 Gabriel Martins Dias , Boris Bellalta , Simon Oechsner

Ride-sharing can reduce traffic congestion and thus reduce gas emissions and save travel time. However, transportation system with ride-sharing is currently inefficient due to low occupancy rate, high travel demand and some other factors.…

Data Structures and Algorithms · Computer Science 2019-01-24 Zeren Tan

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

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 (BSSs) are deployed in over a thousand cities worldwide and play an important role in many urban transportation systems. BSSs alleviate congestion, reduce pollution and promote physical exercise. It is essential to…

Social and Information Networks · Computer Science 2024-04-03 Mark Roantree , Niamh Murphi , Dinh Viet Cuong , Vuong Minh Ngo

Autonomous vehicles have the potential to increase the capacity of roads via platooning, even when human drivers and autonomous vehicles share roads. However, when users of a road network choose their routes selfishly, the resulting traffic…

Optimization and Control · Mathematics 2020-06-05 Erdem Bıyık , Daniel A. Lazar , Dorsa Sadigh , Ramtin Pedarsani

Dock-based bike-sharing systems exhibit spatial imbalances between bicycle supply and user demand, often addressed through overnight truck-based rebalancing. This work studies static overnight rebalancing under demand uncertainty modeled as…

Neural and Evolutionary Computing · Computer Science 2026-04-10 Diego Daniel Pedroza-Perez , Gabriel Luque , Sergio Nesmachnow , Jamal Toutouh

For vehicle sharing schemes, where drop-off positions are not fixed, we propose a pricing scheme, where the price depends in part on the distance between where a vehicle is being dropped off and where the closest shared vehicle is parked.…

Optimization and Control · Mathematics 2019-10-01 Jakub Marecek , Robert Shorten , Jia Yuan Yu

Mobility-On-Demand (MoD) services have been transforming the urban mobility ecosystem. However, they raise a lot of concerns for their impact on congestion, Vehicle Miles Travelled (VMT), and competition with transit. There are also…

Systems and Control · Electrical Eng. & Systems 2020-11-03 Zhenliang Ma , Haris N. Koutsopoulos

Bike-sharing is a popular component of sustainable urban mobility. It requires anticipatory planning, e.g. of station locations and inventory, to balance expected demand and capacity. However, external factors such as extreme weather or…

Applications · Statistics 2023-02-01 Nicola Rennie , Catherine Cleophas , Adam M. Sykulski , Florian Dost

In this paper, we study the challenging problem of how to balance taxi distribution across a city in a dynamic ridesharing service. First, we introduce the architecture of the dynamic ridesharing system and formally define the performance…

Computers and Society · Computer Science 2020-10-15 Jiyao Li , Vicki H. Allan

Bike-sharing systems are exploding in cities around the world as more people are adopting sustainable transportation solutions for their everyday commutes. However, as more people use the system, riders often encounter that bikes or docks…

Probability · Mathematics 2020-04-22 Shuang Tao , Jamol Pender
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