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Intelligent transportation systems require connected and automated vehicles (CAVs) to conduct safe and efficient cooperation with human-driven vehicles (HVs) in complex real-world traffic environments. However, the inherent unpredictability…

多智能体系统 · 计算机科学 2025-06-17 Jie Pan , Tianyi Wang , Christian Claudel , Jing Shi

Data-driven predictive control of connected and automated vehicles (CAVs) has received increasing attention as it can achieve safe and optimal control without relying on explicit dynamical models. However, employing the data-driven strategy…

系统与控制 · 电气工程与系统科学 2023-11-01 Kaixiang Zhang , Kaian Chen , Zhaojian Li , Jun Chen , Yang Zheng

The introduction of connected and automated vehicles (CAV) is believed to reduce congestion, enhance safety, and improve traffic efficiency. Numerous research studies have focused on controlling pure CAV platoons in fully connected…

系统与控制 · 电气工程与系统科学 2024-06-18 Chenguang Zhao , Tamas G. Molnar , Huan Yu

This study presents a vehicle-level distributed coordination strategy to control a mixed traffic stream of connected automated vehicles (CAVs) and connected human-driven vehicles (CHVs) through signalized intersections. We use CAVs as…

最优化与控制 · 数学 2022-12-14 Ramin Niroumand , Leila Hajibabai , Ali Hajbabaie

Drivers are becoming increasingly reliant on advanced driver assistance systems (ADAS) as autonomous driving technology becomes more popular and developed with advanced safety features to enhance road safety. However, the increasing…

密码学与安全 · 计算机科学 2025-06-23 Cheng Chen , Grant Xiao , Daehyun Lee , Lishan Yang , Evgenia Smirni , Homa Alemzadeh , Xugui Zhou

Rapid urbanization in cities like Bangalore has led to severe traffic congestion, making efficient Traffic Signal Control (TSC) essential. Multi-Agent Reinforcement Learning (MARL), often modeling each traffic signal as an independent agent…

机器学习 · 计算机科学 2026-05-19 Sayambhu Sen , Shalabh Bhatnagar

Autonomated vehicles (AVs) are expected to have a profound impact on society, with high expectations for their potential benefits. One key anticipated benefit is the reduction of traffic congestion and stop-and-go waves, which negatively…

物理与社会 · 物理学 2025-04-08 Raphael Korbmacher , Parthib Khound , Antoine Tordeux

Connected and automated vehicles (CAVs) have the potential to improve traffic throughput and achieve a more efficient utilization of the available roadway infrastructure. They also have the potential to reduce energy consumption through…

系统与控制 · 电气工程与系统科学 2022-12-19 Nathan Goulet , Beshah Ayalew

Security of Intelligent Transportation Systems (ITS) heavily depends on the security of the underlying components that create such a smart ecosystem. Adaptive Cruise Control (ACC) is embedded into most modern vehicles. In this report, we…

密码学与安全 · 计算机科学 2023-07-19 Mohammad Sayad Haghighi

Deep reinforcement learning has shown promise in various engineering applications, including vehicular traffic control. The non-stationary nature of traffic, especially in the lane-free environment with more degrees of freedom in vehicle…

机器人学 · 计算机科学 2024-06-24 Mehran Berahman , Majid Rostami-Shahrbabaki , Klaus Bogenberger

Adaptive traffic signal control (ATSC) can effectively reduce vehicle travel times by dynamically adjusting signal timings but poses a critical challenge in real-world scenarios due to the complexity of real-time decision-making in dynamic…

人工智能 · 计算机科学 2025-03-19 Yuxuan Wang , Meng Long , Qiang Wu , Wei Liu , Jiatian Pi , Xinmin Yang

Vehicle-to-Everything (V2X) communication has been proposed as a potential solution to improve the robustness and safety of autonomous vehicles by improving coordination and removing the barrier of non-line-of-sight sensing. Cooperative…

Testing and evaluation are expensive but critical steps in the development of connected and automated vehicles (CAVs). In this paper, we develop an adaptive sampling framework to efficiently evaluate the accident rate of CAVs, particularly…

机器人学 · 计算机科学 2023-06-02 Xianliang Gong , Shuo Feng , Yulin Pan

To operate effectively in tomorrow's smart cities, autonomous vehicles (AVs) must rely on intra-vehicle sensors such as camera and radar as well as inter-vehicle communication. Such dependence on sensors and communication links exposes AVs…

系统与控制 · 计算机科学 2018-05-09 Aidin Ferdowsi , Ursula Challita , Walid Saad , Narayan B. Mandayam

Although Connected Vehicles (CVs) have demonstrated tremendous potential to enhance traffic operations, they can impose privacy risks on individual travelers, e.g., leaking sensitive information about their frequently visited places,…

系统与控制 · 电气工程与系统科学 2023-12-14 Chaopeng Tan , Kaidi Yang

Adaptive Traffic Signal Control (ATSC) system is a critical component of intelligent transportation, with the capability to significantly alleviate urban traffic congestion. Although reinforcement learning (RL)-based methods have…

系统与控制 · 电气工程与系统科学 2024-12-30 Wenchang Duan , Zhenguo Gao , Jiwan He , Jinguo Xian

Connected and Autonomous Electrified Vehicles (CAEV) is the solution to the future smart mobility having benefits of efficient traffic flow and cleaner environmental impact. Although CAEV has advantages they are still susceptible to…

系统与控制 · 电气工程与系统科学 2025-10-29 Shashank Dhananjay Vyas , Satadru Dey

The recently developed DeeP-LCC (Data-EnablEd Predictive Leading Cruise Control) method has shown promising performance for data-driven predictive control of Connected and Autonomous Vehicles (CAVs) in mixed traffic. However, its simplistic…

最优化与控制 · 数学 2023-10-03 Xu Shang , Jiawei Wang , Yang Zheng

Cooperative driving, enabled by Vehicle-to-Everything (V2X) communication, is expected to significantly contribute to the transportation system's safety and efficiency. Cooperative Adaptive Cruise Control (CACC), a major cooperative driving…

系统与控制 · 电气工程与系统科学 2022-03-30 Mahdi Razzaghpour , Sahand Mosharafian , Arash Raftari , Javad Mohammadpour Velni , Yaser P. Fallah

Urban traffic congestion, particularly at intersections, significantly affects travel time, fuel consumption, and emissions. Traditional fixed-time signal control systems often lack the adaptability to effectively manage dynamic traffic…

人工智能 · 计算机科学 2025-12-01 Saahil Mahato