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Considering that human-driven vehicles and autonomous vehicles (AVs) will coexist on roads in the future for a long time, how to merge AVs into human drivers traffic ecology and minimize the effect of AVs and their misfit with human…

机器人学 · 计算机科学 2020-09-24 Peng Hang , Chen Lv , Yang Xing , Chao Huang , Zhongxu Hu

Interactions between pedestrians, bikers, and human-driven vehicles have been a major concern in traffic safety over the years. The upcoming age of autonomous vehicles will further raise major problems on whether self-driving cars can…

计算机科学与博弈论 · 计算机科学 2018-06-26 Umberto Michieli , Leonardo Badia

Decision-making for autonomous driving is challenging, considering the complex interactions among multiple traffic agents (e.g., autonomous vehicles (AVs), human drivers, and pedestrians) and the computational load needed to evaluate these…

系统与控制 · 电气工程与系统科学 2023-11-13 Mushuang Liu , Ilya Kolmanovsky , H. Eric Tseng , Suzhou Huang , Dimitar Filev , Anouck Girard

This paper studies game-theoretic decision-making for autonomous vehicles (AVs). A receding horizon multi-player game is formulated to model the AV decision-making problem. Two classes of games, including Nash game and Stackelber games, are…

计算机科学与博弈论 · 计算机科学 2023-11-01 Brady Bateman , Ming Xin , H. Eric Tseng , Mushuang Liu

The actions of an autonomous vehicle on the road affect and are affected by those of other drivers, whether overtaking, negotiating a merge, or avoiding an accident. This mutual dependence, best captured by dynamic game theory, creates a…

机器人学 · 计算机科学 2018-10-16 Jaime F. Fisac , Eli Bronstein , Elis Stefansson , Dorsa Sadigh , S. Shankar Sastry , Anca D. Dragan

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

Autonomous Vehicle (AV) technology is advancing rapidly, promising a significant shift in road transportation safety and potentially resolving various complex transportation issues. With the increasing deployment of AVs by various…

多智能体系统 · 计算机科学 2023-12-11 Ahmed Abdelrahman

Autonomous driving has been the subject of increased interest in recent years both in industry and in academia. Serious efforts are being pursued to address legal, technical and logistical problems and make autonomous cars a viable option…

人工智能 · 计算机科学 2016-08-31 Nan Li , Dave Oyler , Mengxuan Zhang , Yildiray Yildiz , Ilya Kolmanovsky , Anouck Girard

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

Autonomous driving is a research direction that has gained enormous traction in the last few years thanks to advancements in Artificial Intelligence (AI). Depending on the level of independence from the human driver, several studies show…

密码学与安全 · 计算机科学 2024-05-15 Francesco Marchiori , Alessandro Brighente , Mauro Conti

Autonomous Vehicles (AVs) raise important social and ethical concerns, especially about accountability, dignity, and justice. We focus on the specific concerns arising from how AV technology will affect the lives and livelihoods of…

Recent work on decision making and planning for autonomous driving has made use of game theoretic methods to model interaction between agents. We demonstrate that methods based on the Stackelberg game formulation of this problem are…

计算机科学与博弈论 · 计算机科学 2021-03-11 Jack Geary , Subramanian Ramamoorthy , Henry Gouk

The ethics of automated vehicles (AV) has received a great amount of attention in recent years, specifically in regard to their decisional policies in accident situations in which human harm is a likely consequence. After a discussion about…

人工智能 · 计算机科学 2023-08-10 Katherine Evans , Nelson de Moura , Raja Chatila , Stéphane Chauvier

The traditional build-and-expand approach is not a viable solution to keep roadway traffic rolling safely, so technological solutions, such as Autonomous Vehicles (AVs), are favored. AVs have considerable potential to increase the carrying…

计算机与社会 · 计算机科学 2023-07-06 Sakib Mahmud Khan , M Sabbir Salek , Vareva Harris , Gurcan Comert , Eric Morris , Mashrur Chowdhury

Despite the advances in the autonomous driving domain, autonomous vehicles (AVs) are still inefficient and limited in terms of cooperating with each other or coordinating with vehicles operated by humans. A group of autonomous and…

机器人学 · 计算机科学 2022-04-06 Behrad Toghi , Rodolfo Valiente , Dorsa Sadigh , Ramtin Pedarsani , Yaser P. Fallah

For a foreseeable future, autonomous vehicles (AVs) will operate in traffic together with human-driven vehicles. Their planning and control systems need extensive testing, including early-stage testing in simulations where the interactions…

机器人学 · 计算机科学 2020-07-21 Ran Tian , Nan Li , Ilya Kolmanovsky , Yildiray Yildiz , Anouck Girard

In this paper we consider the application of Stackelberg game theory to model discretionary lane-changing in lightly congested highway setting. The fundamental intent of this model, which is parameterized to capture driver disposition…

计算机科学与博弈论 · 计算机科学 2020-03-24 Jehong Yoo , Reza Langari

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

Modern transportation systems face significant challenges in ensuring road safety, given serious injuries caused by road accidents. The rapid growth of autonomous vehicles (AVs) has prompted new traffic designs that aim to optimize…

多智能体系统 · 计算机科学 2026-02-25 Yijun Lu , Zhen Tian , Zhihao Lin

Human-involved interactive environments pose significant challenges for autonomous vehicle decision-making processes due to the complexity and uncertainty of human behavior. It is crucial to develop an explainable and trustworthy…

机器人学 · 计算机科学 2024-09-25 Meiting Dang , Dezong Zhao , Yafei Wang , Chongfeng Wei
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