English
Related papers

Related papers: Understanding the Dynamics of Drivers' Locations f…

200 papers

Rapid urbanization has led to a surge of customizable mobility demand in urban areas, which makes on-demand services increasingly popular. On-demand services are flexible while reducing the need for private cars, thus mitigating congestion…

Optimization and Control · Mathematics 2025-09-03 Xinling Li , Daniele Gammelli , Alex Wallar , Jinhua Zhao , Gioele Zardini

The rapid expansion of ride-hailing services has significantly reshaped urban on-demand mobility patterns, but it still remains unclear how they perform relative to traditional street-hailing services and how effective are related policy…

Optimization and Control · Mathematics 2025-11-18 Youkai Wu , Zhaoxia Guo , Qi Liu , Stein W. Wallace

We introduce a dataset containing human-authored descriptions of target locations in an "end-of-trip in a taxi ride" scenario. We describe our data collection method and a novel annotation scheme that supports understanding of such…

Computation and Language · Computer Science 2018-07-12 Deepthi Karkada , Ramesh Manuvinakurike , Kallirroi Georgila

Range and charge anxiety remain essential barriers to a faster electric vehicle market diffusion. To this end, quickly and reliably finding suitable charging stations may foster an electric vehicle uptake by mitigating drivers' anxieties.…

Systems and Control · Electrical Eng. & Systems 2022-05-02 Marianne Guillet , Maximilian Schiffer

We selected 48 European cities and gathered their public transport timetables in the GTFS format. We utilized Uber's H3 spatial index to divide each city into hexagonal micro-regions. Based on the timetables data we created certain features…

Machine Learning · Computer Science 2021-11-04 Piotr Gramacki , Szymon Woźniak , Piotr Szymański

As a tech company, Grab has expanded from transportation to food delivery, aiming to serve Southeast Asia with hyperlocalized applications. Information about places as transportation destinations can help to improve our knowledge about…

Computation and Language · Computer Science 2024-01-17 Emily Gao , Dominic Widdows

A fundamental question in any peer-to-peer ride-sharing system is how to, both effectively and efficiently, meet the request of passengers to balance the supply and demand in real time. On the passenger side, traditional approaches focus on…

Machine Learning · Computer Science 2022-11-08 Yanqiu Wu , Qingyang Li , Zhiwei Qin

Ride-hailing platforms have a profound impact on urban transportation systems, and their performance largely depends on how intelligently they dispatch vehicles in real time. In this work, we develop a new approach to online vehicle…

Systems and Control · Electrical Eng. & Systems 2025-12-23 Ruiting Wang , Jiaman Wu , Fabio Paparella , Scott J. Moura , Marta C. Gonzalez

Shuttle buses have been a popular means to move commuters sharing similar origins and destinations during periods of high travel demand. However, planning and deploying reasonable, customized service bus systems becomes challenging when the…

Human-Computer Interaction · Computer Science 2020-09-08 Qiangqiang Liu , Quan Li , Chunfeng Tang , Huanbin Lin , Xiaojuan Ma , Tianjian Chen

The capability of traffic-information systems to sense the movement of millions of users and offer trip plans through mobile phones has enabled a new way of optimizing city traffic dynamics, turning transportation big data into insights and…

Social and Information Networks · Computer Science 2021-07-19 Fan Yang , Alina Vereshchaka , Bruno Lepri , Wen Dong

Electric vehicle charging demand prediction is important for vacant charging pile recommendation and charging infrastructure planning, thus facilitating vehicle electrification and green energy development. The performance of previous…

Machine Learning · Computer Science 2024-11-28 Haoxuan Kuang , Kunxiang Deng , Linlin You , Jun Li

This paper examines the problem of dynamic traffic scene classification under space-time variations in viewpoint that arise from video captured on-board a moving vehicle. Solutions to this problem are important for realization of effective…

Computer Vision and Pattern Recognition · Computer Science 2019-05-31 Athma Narayanan , Isht Dwivedi , Behzad Dariush

Matching demand (riders) to supply (drivers) efficiently is a fundamental problem for ride-sharing platforms who need to match the riders (almost) as soon as the request arrives with only partial knowledge about future ride requests. A…

Optimization and Control · Mathematics 2025-08-07 Omar El Housni , Vineet Goyal , Oussama Hanguir , Clifford Stein

Ridesharing has been emerging as a new type of mobility. However, the early promises of ridesharing for alleviating congestion in cities may be undermined by a number of challenges, including the growing number of proposed services and the…

Computers and Society · Computer Science 2020-01-09 Venktesh Pandey , Julien Monteil , Claudio Gambella , Andrea Simonetto

In this paper, we focus on the autonomous multiagent taxi routing problem for a large urban environment where the location and number of future ride requests are unknown a-priori, but can be estimated by an empirical distribution. Recent…

Multiagent Systems · Computer Science 2025-02-19 Daniel Garces , Sushmita Bhattacharya , Dimitri Bertsekas , Stephanie Gil

This paper evaluates the benefit of integrating vehicle-based mobile crowd-sensing tasks into the ride-hailing system through the collaboration between the data user and the ride-hailing platform. In such a system, the ride-hailing platform…

Optimization and Control · Mathematics 2024-07-02 Shenglin Liu , Qian Ge , Ke Han , Daisuke Fukuda , Takao Dantsuji

The metro system is playing an increasingly important role in the urban public transit network, transferring a massive human flow across space everyday in the city. In recent years, extensive research studies have been conducted to improve…

Machine Learning · Computer Science 2020-09-08 Xiancai Tian , Chen Zhang , Baihua Zheng

Many modern and growing cities are facing declines in public transport usage, with few efficient methods to explain why. In this article, we show that urban mobility patterns and transport mode choices can be derived from cellphone call…

Social and Information Networks · Computer Science 2013-09-02 Thomas Holleczek , Liang Yu , Joseph K. Lee , Oliver Senn , Kristian Kloeckl , Carlo Ratti , Patrick Jaillet

Electric vehicles (EVs) play a pivotal role in sustainable ride-hailing services primarily due to their potential in reducing carbon emissions and enhancing environmental protection. Despite their significance, current research in the realm…

Optimization and Control · Mathematics 2024-01-10 Xiaoming Li , Chun Wang , Xiao Huang

We study a many-server queueing model with server vacations, where the population size dynamics of servers and customers are coupled: a server may leave for vacation only when no customers await, and the capacity available to customers is…

Probability · Mathematics 2020-03-11 Rami Atar , Prasenjit Karmakar , David Lipshutz