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The Highway Performance Monitoring System, managed by the Federal Highway Administration, provides data on average annual daily traffic volume across roadways in the United States, but it has limited representation of medium- and heavy-duty…

应用统计 · 统计学 2026-02-18 Brittany Antonczak , Meg Fay , Aviral Chawla , Gregory Rowangould

Cities increasingly rely on vehicle trajectory data to monitor traffic conditions; however, such data offer only a partial and spatially heterogeneous view of network dynamics and exhibit systematic biases across corridors and time periods.…

系统与控制 · 电气工程与系统科学 2026-05-12 Antonina Kosikova , Mehmet Kerem Turkcan , Ahmed Darrat , Andrew Smyth

The expected low market penetration of connected vehicles (CVs) in the near future could be a constraint in estimating traffic flow parameters, such as average travel speed of a roadway segment and average space headway between vehicles…

机器学习 · 计算机科学 2019-05-22 Mizanur Rahman , Mashrur Chowdhury , Jerome McClendon

High data rate and low-latency vehicle-to-vehicle (V2V) communication are essential for future intelligent transport systems to enable coordination, enhance safety, and support distributed computing and intelligence requirements. Developing…

信号处理 · 电气工程与系统科学 2024-06-27 Joao Morais , Gouranga Charan , Nikhil Srinivas , Ahmed Alkhateeb

Accurate traffic demand estimation is critical for the dynamic evaluation and optimization of signalized intersections. Existing studies based on connected vehicle (CV) data are designed for a single phase only and have not sufficiently…

统计理论 · 数学 2022-10-20 Chaopeng Tan , Jiarong Yao , Xuegang , Ban , Keshuang Tang

This paper presents a macroscopic fundamental diagram model with volume-delay relationship (MFD-VD) for road traffic networks, by exploring two new data sources: license plate cameras (LPCs) and road congestion indices (RCIs). We derive a…

物理与社会 · 物理学 2024-02-09 Ke Han , Tao Huang , Wenbo Fan , Qian Ge , Shihui Dong , Xuting Wang

This paper presents the development of a comprehensive dataset capturing interactions between Autonomous Vehicles (AVs) and traffic control devices, specifically traffic lights and stop signs. Derived from the Waymo Motion dataset, our work…

机器人学 · 计算机科学 2025-12-24 Zheng Li , Zhipeng Bao , Haoming Meng , Haotian Shi , Qianwen Li , Handong Yao , Xiaopeng Li

Emerging connected-vehicle (CV) data shows great potential in urban traffic monitoring and forecasting. However, prior CV-based studies on arterial traffic measures prediction are limited to simulated high-penetration scenarios or small…

网络与互联网体系结构 · 计算机科学 2026-03-06 Lei Han , Mohamed Abdel-Aty , Yang-Jun Joo

In the past years, connectivity has been introduced in automotive production series, enabling vehicles as highly mobile Internet of Things sensors and participants. The Horizon 2020 research project AutoMat addressed this scenario by…

计算机与社会 · 计算机科学 2018-05-16 Johannes Pillmann , Benjamin Sliwa , Christian Wietfeld

This study uses connected vehicle data to analyze speeding behavior on residential roads. A scalable pipeline processes trajectory data and supplements missing speed limits to generate summaries at OpenStreetMap's way ID level. The findings…

应用统计 · 统计学 2026-01-19 Shi Feng , B. Brian Park , Andrew Mondschein

Traditionally, evaluation of intersection safety has been largely reactive, based on historical crash frequency data. However, the emerging data from Connected and Automated Vehicles (CAVs) can complement historical data and help in…

应用统计 · 统计学 2017-09-15 Mohsen Kamrani , Behram Wali , Asad J. Khattak

This work presents an extended version of the Vehicle Energy Dataset (VED), which is a openly released large-scale dataset for vehicle energy consumption analysis. Compared with its original version, the extended VED (eVED) dataset is…

机器学习 · 计算机科学 2022-03-17 Shiliang Zhang , Dyako Fatih , Fahmi Abdulqadir , Tobias Schwarz , Xuehui Ma

In the early days of connected vehicles (CVs), data will be collected only from a limited number of CVs (i.e., low CV penetration rate) and not from other vehicles (i.e., non-connected vehicles). Moreover, the data loss rate in the wireless…

计算机与社会 · 计算机科学 2017-12-19 Mizanur Rahman , Mashrur Chowdhury , Anjan Rayamajhi , Kakan Dey , James Martin

Predicting the collective motion of a group of pedestrians (a crowd) under the vehicle influence is essential for the development of autonomous vehicles to deal with mixed urban scenarios where interpersonal interaction and vehicle-crowd…

计算机视觉与模式识别 · 计算机科学 2019-04-23 Dongfang Yang , Linhui Li , Keith Redmill , Ümit Özgüner

Vehicular Ad-hoc Networks (VANET) are self-organized, distributed communication networks built up from moving vehicles where each node is characterized by variable speed, strict limits of freedom in movement patterns and a variety of…

网络与互联网体系结构 · 计算机科学 2013-04-17 Alice Castellano , Francesca Cuomo

As autonomous driving systems mature, motion forecasting has received increasing attention as a critical requirement for planning. Of particular importance are interactive situations such as merges, unprotected turns, etc., where predicting…

This paper proposes a distributed framework for vehicle grid integration (VGI) taking into account the communication and physical networks. To this end, we model the electric vehicle (EV) behaviour that includes time of departure, time of…

系统与控制 · 电气工程与系统科学 2020-08-21 Dimitra Apostolopoulou , Rahmat Poudineh , Anupama Sen

Transportation agencies routinely collect weather data to support maintenance activities. With the proliferation of smartphones, many agencies have begun using crowdsourced data in operations. This study evaluates a novel unplowed roads…

计算机与社会 · 计算机科学 2023-11-21 Noah Goodall

The emergence of the connected and automated vehicle (CAV) technology enables numerous advanced applications in our transportation system, benefiting our daily travels in terms of safety, mobility, and sustainability. However, vehicular…

系统与控制 · 电气工程与系统科学 2021-05-18 Ziran Wang , Kyungtae Han , Prashant Han

Vehicle-to-vehicle communications can change the driving behavior of drivers significantly by providing them rich information on downstream traffic flow conditions. This study seeks to model the varying car-following behaviors involving…

系统与控制 · 计算机科学 2018-09-18 Lin Liu , Chunyuan Li , Yongfu Li , Srinivas Peeta , Lei Lin