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相关论文: Prediction of Highway Traffic Flow Based on Artifi…

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Speed advisory systems for connected vehicles rely on the estimation of green (or red) light duration at signalized intersections. A particular challenge is to predict the signal phases of semi- and fully-actuated traffic lights. In this…

系统与控制 · 电气工程与系统科学 2021-07-23 Mikhail Burov , Murat Arcak , Alexander Kurzhanskiy

Road accidents significantly threaten public safety and require in-depth analysis for effective prevention and mitigation strategies. This paper focuses on predicting accidents through the examination of a comprehensive traffic dataset…

计算机与社会 · 计算机科学 2025-05-13 Dominic Parosh Yamarthi , Haripriya Raman , Shamsad Parvin

In this paper a recent variable anticipation cellular automata model for single-lane traffic flow is extended to analyze the situation of free and congested flow in the Highway from Mexico City to Cuernavaca. This highway presents free flow…

其他凝聚态物理 · 物理学 2009-11-11 J. A. del Rio , M. E. Larraga

Real-time traffic prediction is critical for managing transportation systems during hurricane evacuations. Although data-driven graph-learning models have demonstrated strong capabilities in capturing the complex spatiotemporal dynamics of…

机器学习 · 计算机科学 2026-01-13 Md Nafees Fuad Rafi , Samiul Hasan

We consider the problem of reconstructing vehicle trajectories from sparse sequences of GPS points, for which the sampling interval is between 10 seconds and 2 minutes. We introduce a new class of algorithms, called altogether path…

人工智能 · 计算机科学 2015-03-19 Timothy Hunter , Pieter Abbeel , Alexandre Bayen

This paper addresses the air traffic flow management research problem of determining reroute, ground delay and air delay for flights using stochastic weather forecast information. The overall goal is to minimize system-wide reroute and…

最优化与控制 · 数学 2019-03-12 Guodong Zhu , Peng Wei

Providing the users of a dynamic tolling system with predictions of tolling prices and the travel time difference between the toll road and the alternative routes enables them to make their travel decisions before starting their trip. This…

机器学习 · 计算机科学 2021-04-23 Sara Zahedian , Amir Nohekhan , Kaveh Farokhi Sadabadi

Traffic signals play an important role in transportation by enabling traffic flow management, and ensuring safety at intersections. In addition, knowing the traffic signal phase and timing data can allow optimal vehicle routing for time and…

机器学习 · 计算机科学 2023-08-07 Juliette Ugirumurera , Joseph Severino , Erik A. Bensen , Qichao Wang , Jane Macfarlane

Traffic prediction plays a vital role in efficient planning and usage of network resources in wireless networks. While traffic prediction in wired networks is an established field, there is a lack of research on the analysis of traffic in…

网络与互联网体系结构 · 计算机科学 2019-06-04 Amin Azari , Panagiotis Papapetrou , Stojan Denic , Gunnar Peters

This paper presents an on-board advance warning system for vehicles based on a probabilistic prediction model that advises them on when to change lanes to reach a highway diverge on time. The system is based on a model that estimates the…

系统与控制 · 电气工程与系统科学 2021-09-07 Goodarz Mehr , Azim Eskandarian

Arrival flow profiles enable precise assessment of urban arterial dynamics, aiding signal control optimization. License Plate Recognition (LPR) data, with its comprehensive coverage and event-based detection, is promising for reconstructing…

物理与社会 · 物理学 2025-02-28 Hao Wu , Jiarong Yao , Peize Kang , Chaopeng Tan , Yang Cai , Junjie Zhou , Edward Chung , Keshuang Tang

Full-field traffic state information (i.e., flow, speed, and density) is critical for the successful operation of Intelligent Transportation Systems (ITS) on freeways. However, incomplete traffic information tends to be directly collected…

机器学习 · 计算机科学 2023-04-13 Zhao Zhang , Ding Zhao , Xianfeng Terry Yang

In this paper a cellular automata model for one-lane traffic flow is presented. A new set of rules is proposed to better capture driver reactions to traffic that are intended to preserve safety on the highway. As a result, drivers behavior…

统计力学 · 物理学 2009-09-29 M. E. Larraga , L. Alvarez-Icaza

Public road authorities and private mobility service providers need information derived from the current and predicted traffic states to act upon the daily urban system and its spatial and temporal dynamics. In this research, a real-time…

机器学习 · 计算机科学 2019-12-02 Jesper Provoost , Luc Wismans , Sander Van der Drift , Andreas Kamilaris , Maurice Van Keulen

In this paper, a new practice-ready method for the real-time estimation of traffic conditions and travel times on highways is introduced. First, after a principal component analysis, observation days of a historical dataset are clustered.…

物理与社会 · 物理学 2020-11-13 Nicolas Chiabaut , Rémi Faitout

Urban traffic safety is a pressing concern in modern transportation systems, especially in rapidly growing metropolitan areas where increased traffic congestion, complex road networks, and diverse driving behaviors exacerbate the risk of…

应用统计 · 统计学 2024-09-18 Xinyu Li , Dayong , Wu , Xinyue Ye , Quan Sun

Conventional urban traffic control systems have been based on historical traffic data. Later advancements made use of detectors, which enabled the gathering of real time traffic data, in order to reorganize and calibrate traffic…

人工智能 · 计算机科学 2014-09-22 Kandarp Khandwala , Rudra Sharma , Snehal Rao

This work provides a comprehensive analysis on naturalistic driving behavior for highways based on the highD data set. Two thematic fields are considered. First, some macroscopic and microscopic traffic statistics are provided. These…

信号处理 · 电气工程与系统科学 2019-03-12 Friedrich Kruber , Jonas Wurst , Samarjit Chakraborty , Michael Botsch

Predicting traffic conditions has been recently explored as a way to relieve traffic congestion. Several pioneering approaches have been proposed based on traffic observations of the target location as well as its adjacent regions, but they…

人工智能 · 计算机科学 2023-08-22 Xingyi Cheng , Ruiqing Zhang , Jie Zhou , Wei Xu

Traffic forecasting is a fundamental task in transportation research, however the scope of current research has mainly focused on a single data modality of loop detectors. Recently, the advances in Artificial Intelligence and drone…

机器学习 · 计算机科学 2025-04-29 Weijiang Xiong , Robert Fonod , Alexandre Alahi , Nikolas Geroliminis