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Advances in Data Science permeate every field of Transportation Science and Engineering, resulting in developments in the transportation sector that {are} data-driven. Nowadays, Intelligent Transportation Systems (ITS) could be arguably…

Artificial Intelligence · Computer Science 2021-02-09 Ibai Lana , Javier J. Sanchez-Medina , Eleni I. Vlahogianni , Javier Del Ser

The rapid growth of population and the permanent increase in the number of vehicles engender several issues in transportation systems, which in turn call for an intelligent and cost-effective approach to resolve the problems in an efficient…

Applications · Statistics 2018-07-31 Sina Dabiri , Kevin Heaslip

Traffic data imputation is a critical preprocessing step in intelligent transportation systems, underpinning the reliability of downstream transportation services. Despite substantial progress in imputation models, model selection and…

Machine Learning · Computer Science 2025-10-21 Shengnan Guo , Tonglong Wei , Yiheng Huang , Yan Lin , Zekai Shen , Yujuan Dong , Junliang Lin , Youfang Lin , Huaiyu Wan

Network-level traffic condition forecasting has been intensively studied for decades. Although prediction accuracy has been continuously improved with emerging deep learning models and ever-expanding traffic data, traffic forecasting still…

Machine Learning · Computer Science 2023-11-01 Guopeng Li , Victor L. Knoop , J. W. C. , van Lint

Efficient public transport systems are crucial for sustainable urban development as cities face increasing mobility demands. Yet, many public transport networks struggle to meet diverse user needs due to historical development, urban…

Human-Computer Interaction · Computer Science 2025-01-14 Yannick Metz , Dennis Ackermann , Daniel A. Keim , Maximilian T. Fischer

The rapid rise of Large Language Models (LLMs) is transforming traffic and transportation research, with significant advancements emerging between the years 2023 and 2025 -- a period marked by the inception and swift growth of adopting and…

Computational Engineering, Finance, and Science · Computer Science 2025-03-28 Yimo Yan , Yejia Liao , Guanhao Xu , Ruili Yao , Huiying Fan , Jingran Sun , Xia Wang , Jonathan Sprinkle , Ziyan An , Meiyi Ma , Xi Cheng , Tong Liu , Zemian Ke , Bo Zou , Matthew Barth , Yong-Hong Kuo

Collecting and analyzing of network traffic data (network telemetry) plays a critical role in managing modern networks. Network administrators analyze their traffic to troubleshoot performance and reliability problems, and to detect and…

Networking and Internet Architecture · Computer Science 2025-02-06 Shir Landau Feibish , Zaoxing Liu , Jennifer Rexford

A traffic performance measurement system, PeMS, currently functions as a statewide repository for traffic data gathered by thousands of automatic sensors. It has integrated data collection, processing and communications infrastructure with…

Methodology · Statistics 2008-12-18 Peter J. Bickel , Chao Chen , Jaimyoung Kwon , John Rice , Erik van Zwet , Pravin Varaiya

Autonomous vehicles (AV) are expected to reshape future transportation systems, and decision-making is one of the critical modules toward high-level automated driving. To overcome those complicated scenarios that rule-based methods could…

Robotics · Computer Science 2023-09-25 Yuning Wang , Zeyu Han , Yining Xing , Shaobing Xu , Jianqiang Wang

With the growth of intermodal freight transportation, it is important that transportation planners and decision makers are knowledgeable about freight flow data to make informed decisions. This is particularly true with Intelligent…

Methodology · Statistics 2024-02-15 Nathan Huynh , Majbah Uddin , Chu Cong Minh

Information and communication technologies are permeating all aspects of industrial and manufacturing systems, expediting the generation of large volumes of industrial data. This article surveys the recent literature on data management as…

Networking and Internet Architecture · Computer Science 2019-08-02 Theofanis P. Raptis , Andrea Passarella , Marco Conti

The Intelligent Transportation System (ITS) is an important part of modern transportation infrastructure, employing a combination of communication technology, information processing and control systems to manage transportation networks.…

Machine Learning · Computer Science 2023-06-05 Hongde Wu , Sen Yan , Mingming Liu

This paper focuses on the problem of estimating historical traffic volumes between sparsely-located traffic sensors, which transportation agencies need to accurately compute statewide performance measures. To this end, the paper examines…

Machine Learning · Statistics 2018-10-19 Przemysław Sekuła , Nikola Marković , Zachary Vander Laan , Kaveh Farokhi Sadabadi

As the demand for mobility in our society seems to increase, the various issues centered on urban mobility are among those that worry most city inhabitants in this planet. For instance, how to go from A to B in an efficient (but also less…

Computers and Society · Computer Science 2022-04-08 Ana L. C. Bazzan

Understanding and predicting real-time vehicle mobility patterns on highways are essential to address traffic congestion and respond to the emergency. However, almost all existing works (e.g., based on cellphones, onboard devices, or…

Networking and Internet Architecture · Computer Science 2018-12-20 Yu Yang , Xiaoyang Xie , Zhihan Fang , Fan Zhang , Yang Wang , Desheng Zhang

The growing deployment efforts of 5G networks globally has led to the acceleration of the businesses/services' digital transformation. This growth has led to the need for new communication technologies that will promote this transformation.…

Networking and Internet Architecture · Computer Science 2022-05-30 Abdallah Moubayed , Abdallah Shami , Abbas Ibrahim

With increasing popularity of media enabled hand-helds and their integration with the in-vehicle entertainment systems, the need for high data-rate services for mobile users on the go is evident. This ever-increasing demand of data is…

Networking and Internet Architecture · Computer Science 2016-11-15 Zizhan Zheng , Zhixue Lu , Prasun Sinha , Santosh Kumar

How to build an effective large-scale traffic state prediction system is a challenging but highly valuable problem. This study focuses on the construction of an effective solution designed for spatio-temporal data to predict large-scale…

Machine Learning · Computer Science 2019-11-14 Yang Liu , Fanyou Wu , Baosheng Yu , Zhiyuan Liu , Jieping Ye

Urban Traffic Management (UTM) topics have been tackled since long time, mainly by civil engineers and by city planners. The introduction of new communication technologies - such as cellular systems, satellite positioning systems and…

Networking and Internet Architecture · Computer Science 2014-09-16 Hany Kamal , Marco Picone , Michele Amoretti

Real-time traffic and sensor data from connected vehicles have the potential to provide insights that will lead to the immediate benefit of efficient management of the transportation infrastructure and related adjacent services. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-15 Abdul Rashid Mussah , Maged Shoman , Mark Amo-Boateng , Yaw Adu-Gyamfi