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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…

Systems and Control · Electrical Eng. & Systems 2026-04-13 Bhaskar Varma , Ying Shuai Quan , Karl D. von Ellenrieder , Paolo Falcone

Facing a vast amount of connections, huge performance demands, and the need for reliable connectivity, the sixth generation of communication networks (6G) is envisioned to implement disruptive technologies that jointly spur connectivity,…

Information Theory · Computer Science 2023-10-26 Robert-Jeron Reifert , Hayssam Dahrouj , Basem Shihada , Aydin Sezgin , Tareq Y. Al-Naffouri , Mohamed-Slim Alouini

This paper introduces a novel framework for integrated sensing, computing, and semantic communication (ISCSC) within vehicular networks comprising a roadside unit (RSU) and multiple autonomous vehicles. Both the RSU and the vehicles are…

Signal Processing · Electrical Eng. & Systems 2025-06-03 Yinchao Yang , Zhaohui Yang , Chongwen Huang , Wei Xu , Zhaoyang Zhang , Dusit Niyato , Mohammad Shikh-Bahaei

Optimizing traffic signal control (TSC) at intersections continues to pose a challenging problem, particularly for large-scale traffic networks. It has been shown in past research that it is feasible to optimize the operations of individual…

Machine Learning · Computer Science 2021-10-13 Paul , Ha , Sikai Chen , Runjia Du , Samuel Labi

Self-evolution is indispensable to realize full autonomous driving. This paper presents a self-evolving decision-making system based on the Integrated Decision and Control (IDC), an advanced framework built on reinforcement learning (RL).…

Robotics · Computer Science 2022-10-20 Yang Guan , Liye Tang , Chuanxiao Li , Shengbo Eben Li , Yangang Ren , Junqing Wei , Bo Zhang , Keqiang Li

The transition from today's mostly human-driven traffic to a purely automated one will be a gradual evolution, with the effect that we will likely experience mixed traffic in the near future. Connected and automated vehicles can benefit…

Machine Learning · Computer Science 2021-06-14 Shengchao Yan , Tim Welschehold , Daniel Büscher , Wolfram Burgard

Connected and automated vehicles have shown great potential in improving traffic mobility and reducing emissions, especially at unsignalized intersections. Previous research has shown that vehicle passing order is the key influencing factor…

Robotics · Computer Science 2022-04-29 Chaoyi Chen , Qing Xu , Mengchi Cai , Jiawei Wang , Jianqiang Wang , Biao Xu , Keqiang Li

Smart roads have become an essential component of intelligent transportation systems (ITS). The roadside perception technology, a critical aspect of smart roads, utilizes various sensors, roadside units (RSUs), and edge computing devices to…

Signal Processing · Electrical Eng. & Systems 2023-12-18 Rui Chen , Lu Gao , Yutian Liu , Yong Liang Guan , Yan Zhang

The recent advancements in cloud services, Internet of Things (IoT) and Cellular networks have made cloud computing an attractive option for intelligent traffic signal control (ITSC). Such a method significantly reduces the cost of cables,…

Signal Processing · Electrical Eng. & Systems 2020-03-09 Rusheng Zhang , Xinze Zhou , Ozan K. Tonguz

Integrating large language models (LLMs) into autonomous driving enhances personalization and adaptability in open-world scenarios. However, traditional edge computing models still face significant challenges in processing complex driving…

Robotics · Computer Science 2024-08-20 Jiao Chen , Suyan Dai , Fangfang Chen , Zuohong Lv , Jianhua Tang

Autonomous vehicles may make wrong decisions due to inaccurate detection and recognition. Therefore, an intelligent vehicle can combine its own data with that of other vehicles to enhance perceptive ability, and thus improve detection…

Computer Vision and Pattern Recognition · Computer Science 2019-05-15 Qi Chen , Sihai Tang , Qing Yang , Song Fu

In transportation networks, intersections pose significant risks of collisions due to conflicting movements of vehicles approaching from different directions. To address this issue, various tools can exert influence on traffic safety both…

Artificial Intelligence · Computer Science 2024-05-30 Amir Hossein Karbasi , Hao Yang , Saiedeh Razavi

Highway on-ramp merging areas are common bottlenecks to traffic congestion and accidents. Currently, a cooperative control strategy based on connected and automated vehicles (CAVs) is a fundamental solution to this problem. While CAVs are…

Robotics · Computer Science 2025-07-17 Tianyi Wang , Yangyang Wang , Jie Pan , Junfeng Jiao , Christian Claudel

City-scale traffic signal control (TSC) involves thousands of heterogeneous intersections with varying topologies, making cooperative decision-making across intersections particularly challenging. Given the prohibitive computational cost of…

Systems and Control · Electrical Eng. & Systems 2025-08-07 Jinwei Zeng , Chao Yu , Xinyi Yang , Wenxuan Ao , Qianyue Hao , Jian Yuan , Yong Li , Yu Wang , Huazhong 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…

As one key enabler of Intelligent Transportation System (ITS), Vehicular Ad Hoc Network (VANET) has received remarkable interest from academia and industry. The emerging vehicular applications and the exponential growing data have naturally…

Signal Processing · Electrical Eng. & Systems 2019-08-20 Lei Liu , Chen Chen , Qingqi Pei , Sabita Maharjan , Yan Zhang

Applications enabled by Cooperative Intelligent Transport Systems (C-ITS) represent a major step towards making the road transport system safer and more efficient (green), and thus suited for a sustainable future. Wireless communication…

Information Theory · Computer Science 2015-10-09 Erik G. Ström , Petar Popovski , Joachim Sachs

Cooperative sensing and heterogeneous information fusion are critical to realize vehicular cyber-physical systems (VCPSs). This paper makes the first attempt to quantitatively measure the quality of VCPS by designing a new metric called Age…

Networking and Internet Architecture · Computer Science 2023-01-30 Xincao Xu , Kai Liu , Penglin Dai , Ruitao Xie , Jingjing Cao , Jiangtao Luo

Vulnerable road users (VRUs) such as pedestrians, cyclists and motorcyclists are at the highest risk in the road traffic environment. Globally, over half of road traffic deaths are vulnerable road users. Although substantial efforts are…

Networking and Internet Architecture · Computer Science 2021-07-01 Nishanthi Dasanayaka , Khondokar Fida Hasan , Charles Wang , Yanming Feng

Traffic intersections are the most suitable locations for the deployment of computing, communications, and intelligence services for smart cities of the future. The abundance of data to be collected and processed, in combination with…

Computer Vision and Pattern Recognition · Computer Science 2022-05-16 Zoran Kostić , Alex Angus , Zhengye Yang , Zhuoxu Duan , Ivan Seskar , Gil Zussman , Dipankar Raychaudhuri