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Lane change for autonomous vehicles (AVs) is an important but challenging task in complex dynamic traffic environments. Due to difficulties in guarantee safety as well as a high efficiency, AVs are inclined to choose relatively conservative…

机器人学 · 计算机科学 2022-01-27 Zihao Sheng , Lin Liu , Shibei Xue , Dezong Zhao , Min Jiang , Dewei Li

Lane changing and lane merging remains a challenging task for autonomous driving, due to the strong interaction between the controlled vehicle and the uncertain behavior of the surrounding traffic participants. The interaction induces a…

最优化与控制 · 数学 2022-12-01 Renzi Wang , Mathijs Schuurmans , Panagiotis Patrinos

The ability to estimate human intentions and interact with human drivers intelligently is crucial for autonomous vehicles to successfully achieve their objectives. In this paper, we propose a game theoretic planning algorithm that models…

机器人学 · 计算机科学 2023-01-24 Siyu Dai , Sangjae Bae , David Isele

In this paper, a cooperative decision-making is presented, which is suitable for intention-aware automated vehicle functions. With an increasing number of highly automated and autonomous vehicles on public roads, trust is a very important…

系统与控制 · 电气工程与系统科学 2024-02-09 Balint Varga , Dongxu Yang , Sören Hohmann

This paper addresses the problem of traffic prediction and control of autonomous vehicles on highways. A modified Interacting Multiple Model Kalman filter algorithm is applied to predict the motion behavior of the traffic participants by…

系统与控制 · 电气工程与系统科学 2023-10-12 Xiaorong Zhang , Sahar Zeinali , Georg Schildbach

Autonomous vehicles need to accomplish their tasks while interacting with human drivers in traffic. It is thus crucial to equip autonomous vehicles with artificial reasoning to better comprehend the intentions of the surrounding traffic,…

人工智能 · 计算机科学 2023-11-02 Xiao Li , Kaiwen Liu , H. Eric Tseng , Anouck Girard , Ilya Kolmanovsky

In order to drive safely and efficiently under merging scenarios, autonomous vehicles should be aware of their surroundings and make decisions by interacting with other road participants. Moreover, different strategies should be made when…

机器学习 · 计算机科学 2020-02-24 Yeping Hu , Alireza Nakhaei , Masayoshi Tomizuka , Kikuo Fujimura

Autonomous agents that drive on roads shared with human drivers must reason about the nuanced interactions among traffic participants. This poses a highly challenging decision making problem since human behavior is influenced by a multitude…

机器人学 · 计算机科学 2023-03-30 Salar Arbabi , Davide Tavernini , Saber Fallah , Richard Bowden

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

In mixed-traffic environments, autonomous vehicles (AVs) must interact with heterogeneous human-driven vehicles (HVs) whose intentions and driving styles vary across individuals and scenarios. Such variability introduces uncertainty into…

机器人学 · 计算机科学 2026-03-18 Xiaoyun Qiu , Haichao Liu , Yue Pan , Jun Ma , Xinhu Zheng

Autonomous vehicles (AVs) need to interact with other traffic participants who can be either cooperative or aggressive, attentive or inattentive. Such different characteristics can lead to quite different interactive behaviors. Hence, to…

机器人学 · 计算机科学 2021-01-18 Jinning Li , Liting Sun , Wei Zhan , Masayoshi Tomizuka

This paper presents a novel integrated approach to deal with the decision making and motion planning for lane-change maneuvers of autonomous vehicle (AV) considering social behaviors of surrounding traffic occupants. Reflected by driving…

系统与控制 · 电气工程与系统科学 2020-05-25 Peng Hang , Chen Lv , Chao Huang , Jiacheng Cai , Zhongxu Hu , Yang Xing

Motion planning for autonomous vehicles sharing the road with human drivers remains challenging. The difficulty arises from three challenging aspects: human drivers are 1) multi-modal, 2) interacting with the autonomous vehicle, and 3)…

机器人学 · 计算机科学 2023-02-02 Rui Oliveira , Siddharth H. Nair , Bo Wahlberg

In this paper, a human-like driving framework is designed for autonomous vehicles (AVs), which aims to make AVs better integrate into the transportation ecology of human driving and eliminate the misunderstanding and incompatibility of…

机器人学 · 计算机科学 2022-01-14 Peng Hang , Yiran Zhang , Chen Lv

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

Lane-change maneuver has always been a challenging task for both manual and autonomous driving, especially in an urban setting. In particular, the uncertainty in predicting the behavior of other vehicles on the road leads to indecisive…

系统与控制 · 电气工程与系统科学 2022-12-26 Avinash Prabu , Niranjan Ravi , Lingxi Li

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

Unsignalized intersection driving is challenging for automated vehicles. For safe and efficient performances, the diverse and dynamic behaviors of interacting vehicles should be considered. Based on a game-theoretic framework, a human-like…

机器人学 · 计算机科学 2022-01-11 Daofei Li , Guanming Liu , Bin Xiao

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 reliable autonomy solutions are a critical component of next-generation intelligent transportation systems. Autonomous vehicles in such systems must reason about complex and dynamic driving scenes in real time and anticipate the…

机器人学 · 计算机科学 2022-07-13 Liam A. Kruse , Esen Yel , Ransalu Senanayake , Mykel J. Kochenderfer
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