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This research aims to know traffic anomalies as early as possible. A traffic anomaly refers to a generic incident on the road that influences traffic flow and calls for urgent traffic management measures. `Knowing'' the occurrence of a…

机器学习 · 计算机科学 2025-04-25 Haocheng Duan , Hao Wu , Sean Qian

Understanding human behavior in overtaking scenarios is crucial for enhancing road safety in mixed traffic with automated vehicles (AVs). Computational models of behavior play a pivotal role in advancing this understanding, as they can…

神经元与认知 · 定量生物学 2024-03-29 Samir H. A. Mohammad , Haneen Farah , Arkady Zgonnikov

Anticipating traffic accidents is a critical yet unresolved problem for autonomous driving, hindered by the inherent complexity of modeling interactions between road users and the limited availability of diverse, large-scale datasets. To…

计算机视觉与模式识别 · 计算机科学 2026-05-04 Yanchen Guan , Haicheng Liao , Chengyue Wang , Xingcheng Liu , Jiaxun Zhang , Keqiang Li , Zhenning Li

Mixed traffic flow consisting of vehicles equipped with adaptive cruise control (ACC) and manually driven vehicles is analyzed using car-following simulations. Unlike simulations that show suppression of jams due to increased string…

计算物理 · 物理学 2007-05-23 L. C. Davis

This paper deals with traffic control at motorway bottlenecks assuming the existence of an unknown, time-varying, Fundamental Diagram (FD). The FD may change over time due to different traffic compositions, e.g., light and heavy vehicles,…

系统与控制 · 电气工程与系统科学 2023-08-02 Farzam Tajdari , Claudio Roncoli

The lack of generalization in learning-based autonomous driving applications is shown by the narrow range of road scenarios that vehicles can currently cover. A generalizable approach should capture many distinct road structures and…

机器学习 · 计算机科学 2025-04-25 Juan Carlos Climent Pardo

Due to the current developments towards autonomous driving and vehicle active safety, there is an increasing necessity for algorithms that are able to perform complex criticality predictions in real-time. Being able to process multi-object…

Most car-following models show a transition from laminar to ``congested'' flow and vice versa. Deterministic models often have a density range where a disturbance needs a sufficiently large critical amplitude to move the flow from the…

统计力学 · 物理学 2007-05-23 Kai Nagel , Christopher Kayatz , Peter Wagner

This paper provides a general framework for efficiently obtaining the appropriate intervention time for collision avoidance systems to just avoid a rear-end crash. The proposed framework incorporates a driver comfort model and a vehicle…

机器人学 · 计算机科学 2023-03-28 Jordanka Kovaceva , Nikolce Murgovski , Balázs Kulcsár , Henk Wymeersch , Jonas Bärgman

In Part I of this paper series, several macroscopic traffic model elements for mathematically describing freeway networks equipped with managed lane facilities were proposed. These modeling techniques seek to capture at the macroscopic the…

系统与控制 · 电气工程与系统科学 2019-08-28 Matthew A. Wright , Roberto Horowitz , Alex A. Kurzhanskiy

While the capabilities of autonomous driving have advanced rapidly, merging into dense traffic remains a significant challenge, many motion planning methods for this scenario have been proposed but it is hard to evaluate them. Most existing…

机器人学 · 计算机科学 2025-04-03 Zhengming Wang , Junli Wang , Pengfei Li , Zhaohan Li , Chunyang Liu , Bo Zhang , Peng Li , Yilun Chen

Recent research has paid little attention to complex driving behaviors, namely merging car-following and lane-changing behavior, and how lane-changing affects algorithms designed to model and control a car-following vehicle. During the…

系统与控制 · 电气工程与系统科学 2025-03-11 Farzam Tajdari , Amin Rezasoltani

Autonomous driving has entered the testing phase, but due to the limited decision-making capabilities of individual vehicle algorithms, safety and efficiency issues have become more apparent in complex scenarios. With the advancement of…

机器人学 · 计算机科学 2025-03-24 Yiming Cui , Shiyu Fang , Peng Hang , Jian Sun

In this letter, we consider the problem of decentralized decision making among connected autonomous vehicles at unsignalized intersections, where existing centralized approaches do not scale gracefully under mixed maneuver intentions and…

系统与控制 · 电气工程与系统科学 2026-04-13 Bhaskar Varma , Ying Shuai Quan , Karl D. von Ellenrieder , Paolo Falcone

To help mitigate road congestion caused by the unrelenting growth of traffic demand, many transit authorities have implemented managed lane policies. Managed lanes typically run parallel to a freeway's standard, general-purpose (GP) lanes,…

系统与控制 · 计算机科学 2019-06-14 Matthew A. Wright , Roberto Horowitz , Alex A. Kurzhanskiy

High-speed signal-free intersections are a novel urban traffic operations enabled by connected and autonomous vehicles. However, the impact of communication latency on intersection performance has not been well understood. In this paper, we…

系统与控制 · 电气工程与系统科学 2020-09-29 Yang Liu , Zev Nicolai-Scanio , Zhong-Ping Jiang , Li Jin

Despite the importance of urban traffic flows, there are only a few theoretical approaches to determine fundamental relationships between macroscopic traffic variables such as the traffic density, the utilization, the average velocity, and…

物理与社会 · 物理学 2009-11-13 Dirk Helbing

We have carried out car-following experiments with a 25-car-platoon on an open road section to study the relation between a car's speed and its spacing under various traffic conditions, in the hope to resolve a controversy surrounding this…

适应与自组织系统 · 物理学 2015-09-04 Rui Jiang , Mao-Bin Hu , H. M. Zhang , Zi-You Gao , Bin Jia , Qing-Song Wu

We consider the security-by-design of a signal-free intersection for connected and autonomous vehicles in the face of strategic jamming attacks. We use a fluid model to characterize macroscopic traffic flow through the intersection, where…

最优化与控制 · 数学 2022-09-20 Yumeng Bai , Saurabh Amin , Xudong Wang , Li Jin

Machine Learning (ML) methods have become a useful tool for tackling vehicle routing problems, either in combination with popular heuristics or as standalone models. However, current methods suffer from poor generalization when tackling…

机器学习 · 计算机科学 2022-07-18 Ahmad Bdeir , Jonas K. Falkner , Lars Schmidt-Thieme