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In this paper, we explore the application of the Decision Transformer, a decision-making algorithm based on the Generative Pre-trained Transformer (GPT) architecture, to multi-vehicle coordination at unsignalized intersections. We formulate…

机器人学 · 计算机科学 2024-10-10 Eunjae Lee , Minhee Kang , Yoojin Choi , Heejin Ahn

High-density, unsignalized intersection has always been a bottleneck of efficiency and safety. The emergence of Connected Autonomous Vehicles (CAVs) results in a mixed traffic condition, further increasing the complexity of the…

多智能体系统 · 计算机科学 2023-05-08 Shiyu Fang , Peng Hang , Chongfeng Wei , Yang Xing , Jian Sun

Earlier work has established a decentralized framework to optimally control Connected Automated Vehicles (CAVs) crossing an urban intersection without using explicit traffic signaling while following a strict First-In-First-Out (FIFO)…

最优化与控制 · 数学 2018-09-05 Yue Zhang , Christos G. Cassandras

Connected vehicles will change the modes of future transportation management and organization, especially at an intersection without traffic light. Centralized coordination methods globally coordinate vehicles approaching the intersection…

机器人学 · 计算机科学 2021-03-12 Yang Guan , Yangang Ren , Shengbo Eben Li , Qi Sun , Laiquan Luo , Keqiang Li

This paper presents a white-box intention-aware decision-making for the handling of interactions between a pedestrian and an automated vehicle (AV) in an unsignalized street crossing scenario. Moreover, a design framework has been…

人工智能 · 计算机科学 2023-07-17 Balint Varga , Dongxu Yang , Soeren Hohmann

Autonomous driving at unsignalized intersections is still considered a challenging application for machine learning due to the complications associated with handling complex multi-agent scenarios characterized by a high degree of…

机器人学 · 计算机科学 2024-09-23 Mohammad Al-Sharman , Luc Edes , Bert Sun , Vishal Jayakumar , Mohamed A. Daoud , Derek Rayside , William Melek

The development of autonomous vehicles has shown great potential to enhance the efficiency and safety of transportation systems. However, the decision-making issue in complex human-machine mixed traffic scenarios, such as unsignalized…

机器人学 · 计算机科学 2024-09-10 Jiaqi Liu , Peng Hang , Xiaoxiang Na , Chao Huang , Jian Sun

Considering personalized driving preferences, a new decision-making framework is developed using a differential game approach to resolve the driving conflicts of autonomous vehicles (AVs) at unsignalized intersections. To realize human-like…

系统与控制 · 电气工程与系统科学 2022-05-10 Peng Hang , Chao Huang , Zhongxu Hu , Chen Lv

Connected and automated vehicles (CAVs) rely on wireless communication to exchange state information for distributed control, making communication delays a critical factor that can affect vehicle motion and degrade control performance,…

多智能体系统 · 计算机科学 2025-12-16 Chen Huang , Ronghui Hou

The cooperation of connected and automated vehicles (CAVs) has shown great potential in improving traffic efficiency during intersection management. Existing research mainly focuses on intersections where lane changing is prohibited, which…

最优化与控制 · 数学 2021-09-30 Chaoyi Chen , Mengchi Cai , Jiawei Wang , Kai Li , Qing Xu , Jianqiang Wang , Keqiang Li

Cooperative decision-making of Connected Autonomous Vehicles (CAVs) presents a longstanding challenge due to its inherent nonlinearity, non-convexity, and discrete characteristics, compounded by the diverse road topologies encountered in…

机器人学 · 计算机科学 2024-01-11 Zhenmin Huang , Shaojie Shen , Jun Ma

We extend earlier work for optimally controlling Connected Automated Vehicles (CAVs) crossing a signal-free intersection by including all possible turns taken so as to optimize a passenger comfort metric along with energy and travel time…

最优化与控制 · 数学 2019-03-13 Yue Zhang , Christos G. Cassandras

The coordination of autonomous vehicles is an open field that is addressed by different researches comprising many different techniques. In this paper we focus on decentralized approaches able to provide adaptability to different…

多智能体系统 · 计算机科学 2023-10-23 Luca Gherardini , Giacomo Cabri , Manuela Montangero

Cooperative vehicle coordination at unsignalized intersections has garnered significant interest from both academia and industry in recent years, highlighting its notable advantages in improving traffic throughput and fuel efficiency.…

系统与控制 · 电气工程与系统科学 2025-08-06 Haojie Bai , Jiping Luo , Huafu Li , Xiongwei Zhao , Yang Wang

Connected and automated vehicles provide a new opportunity for highly advanced collision avoidance, in which several cars cooperate to reach an optimal overall outcome, that no single car acting in isolation could achieve. For example, one…

系统与控制 · 计算机科学 2019-04-16 Charles Wartnaby , Daniele Bellan

In this paper, we propose an approach how connected and highly automated vehicles can perform cooperative maneuvers such as lane changes and left-turns at urban intersections where they have to deal with human-operated vehicles and…

计算机科学与博弈论 · 计算机科学 2022-11-16 Björn Koopmann , Stefan Puch , Günter Ehmen , Martin Fränzle

Safe and smooth interacting with other vehicles is one of the ultimate goals of driving automation. However, recent reports of demonstrative deployments of automated vehicles (AVs) indicate that AVs are still difficult to meet the…

系统与控制 · 电气工程与系统科学 2022-05-11 Daofei Li , Ao Liu , Hao Pan , Wentao Chen

Road user behavior prediction is one of the most critical components in trajectory planning for autonomous driving, especially in urban scenarios involving traffic signals. In this paper, a hierarchical framework is proposed to predict…

机器人学 · 计算机科学 2021-11-01 Zhen Yang , Rusheng Zhang , Henry X. Liu

Cooperative Intelligent Transportation Systems (C-ITS) will change the modes of road safety and traffic management, especially at intersections without traffic lights, namely unsignalized intersections. Existing researches focus on vehicle…

人工智能 · 计算机科学 2020-12-02 Mingzhi Jiang , Tianhao Wu , Zhe Wang , Yi Gong , Lin Zhang , Ren Ping Liu

In this paper, we investigate the decision making of autonomous vehicles in an unsignalized intersection in presence of malicious vehicles, which are vehicles that do not respect the law by not using the proper rules of the right of way.…

系统与控制 · 计算机科学 2019-10-07 Sasinee Pruekprasert , Xiaoyi Zhang , Jérémy Dubut , Chao Huang , Masako Kishida