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Autonomous navigation in crowded, complex urban environments requires interacting with other agents on the road. A common solution to this problem is to use a prediction model to guess the likely future actions of other agents. While this…

机器学习 · 计算机科学 2021-03-24 Xiaoyi Chen , Pratik Chaudhari

Understanding the intention of vehicles in the surrounding traffic is crucial for an autonomous vehicle to successfully accomplish its driving tasks in complex traffic scenarios such as highway forced merging. In this paper, we consider a…

人工智能 · 计算机科学 2023-09-27 Xiao Li , Kaiwen Liu , H. Eric Tseng , Anouck Girard , Ilya Kolmanovsky

To achieve complete autonomous vehicles, it is crucial for autonomous vehicles to communicate and interact with their surrounding vehicles. Especially, since the lane change scenarios do not have traffic signals and traffic rules, the…

系统与控制 · 电气工程与系统科学 2024-03-05 Jemin Woo , Changsun Ahn

Autonomous navigation in dense traffic scenarios remains challenging for autonomous vehicles (AVs) because the intentions of other drivers are not directly observable and AVs have to deal with a wide range of driving behaviors. To maneuver…

机器人学 · 计算机科学 2021-07-12 Bruno Brito , Achin Agarwal , Javier Alonso-Mora

Decision making in dense traffic can be challenging for autonomous vehicles. An autonomous system only relying on predefined road priorities and considering other drivers as moving objects will cause the vehicle to freeze and fail the…

机器人学 · 计算机科学 2019-06-27 Maxime Bouton , Alireza Nakhaei , Kikuo Fujimura , Mykel J. Kochenderfer

With the evolution of various advanced driver assistance system (ADAS) platforms, the design of autonomous driving system is becoming more complex and safety-critical. The autonomous driving system simultaneously activates multiple ADAS…

机器人学 · 计算机科学 2019-05-15 MyungJae Shin , Joongheon Kim

As Intelligent Transportation System (ITS) develops, Connected and Automated Vehicles (CAVs) are expected to significantly reduce traffic congestion through cooperative strategies, such as in bottleneck areas. However, the uncertainty and…

系统与控制 · 电气工程与系统科学 2026-03-06 Zhengxuan Liu , Yuxin Cai , Yijing Wang , Xiangkun He , Chen Lv , Zhiqiang Zuo

Autonomous intersection management (AIM) poses significant challenges due to the intricate nature of real-world traffic scenarios and the need for a highly expensive centralised server in charge of simultaneously controlling all the…

机器人学 · 计算机科学 2024-11-19 Matteo Cederle , Marco Fabris , Gian Antonio Susto

Interaction-aware Autonomous Driving (IAAD) is a rapidly growing field of research that focuses on the development of autonomous vehicles (AVs) that are capable of interacting safely and efficiently with human road users. This is a…

人机交互 · 计算机科学 2023-11-01 Luca Crosato , Kai Tian , Hubert P. H Shum , Edmond S. L. Ho , Yafei Wang , Chongfeng Wei

As the advanced driver assistance system (ADAS) functions become more sophisticated, the strategies that properly coordinate interaction and communication among the ADAS functions are required for autonomous driving. This paper proposes a…

机器人学 · 计算机科学 2021-09-14 Myungjae Shin , Joongheon Kim

The integration of Autonomous Vehicles (AVs) into existing human-driven traffic systems poses considerable challenges, especially within environments where human and machine interactions are frequent and complex, such as at unsignalized…

机器人学 · 计算机科学 2024-04-05 Jiaqi Liu , Xiao Qi , Peng Hang , Jian Sun

Recently, autonomous driving has made substantial progress in addressing the most common traffic scenarios like intersection navigation and lane changing. However, most of these successes have been limited to scenarios with well-defined…

机器学习 · 计算机科学 2021-10-25 Christoph Killing , Adam Villaflor , John M. Dolan

Merging into dense highway traffic for an autonomous vehicle is a complex decision-making task, wherein the vehicle must identify a potential gap and coordinate with surrounding human drivers, each of whom may exhibit diverse driving…

Autonomous vehicles are suited for continuous area patrolling problems. Finding an optimal patrolling strategy can be challenging due to unknown environmental factors, such as wind or landscape; or autonomous vehicles' constraints, such as…

机器人学 · 计算机科学 2024-02-19 Chenhao Tong , Maria A. Rodriguez , Richard O. Sinnott

Navigating dense and dynamic environments poses a significant challenge for autonomous driving systems, owing to the intricate nature of multimodal interaction, wherein the actions of various traffic participants and the autonomous vehicle…

机器人学 · 计算机科学 2024-08-29 Tong Li , Lu Zhang , Sikang Liu , Shaojie Shen

In this work, we use the communication of intent as a means to facilitate cooperation between autonomous vehicle agents. Generally speaking, intents can be any reliable information about its future behavior that a vehicle communicates with…

机器人学 · 计算机科学 2023-09-26 Nishtha Mahajan , Qi Zhang

Merging at highway on-ramps while interacting with other human-driven vehicles is challenging for autonomous vehicles (AVs). An efficient route to this challenge requires exploring and exploiting knowledge of the interaction process from…

机器人学 · 计算机科学 2021-08-04 Huanjie Wang , Wenshuo Wang , Shihua Yuan , Xueyuan Li , Lijun Sun

A major challenge for autonomous vehicles is handling interactive scenarios, such as highway merging, with human-driven vehicles. A better understanding of human interactive behaviour could help address this challenge. Such understanding…

人机交互 · 计算机科学 2023-05-30 O. Siebinga , A. Zgonnikov , D. A. Abbink

It is expected that autonomous vehicles(AVs) and heterogeneous human-driven vehicles(HVs) will coexist on the same road. The safety and reliability of AVs will depend on their social awareness and their ability to engage in complex social…

机器人学 · 计算机科学 2025-12-11 Rodolfo Valiente , Behrad Toghi , Mahdi Razzaghpour , Ramtin Pedarsani , Yaser P. Fallah

One of the bottlenecks of automated driving technologies is safe and socially acceptable interactions with human-driven vehicles, for example during merging. Driver models that provide accurate predictions of joint and individual driver…

人机交互 · 计算机科学 2023-12-18 Olger Siebinga , Arkady Zgonnikov , David Abbink
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