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Human-AI shared control allows human to interact and collaborate with AI to accomplish control tasks in complex environments. Previous Reinforcement Learning (RL) methods attempt the goal-conditioned design to achieve human-controllable…

机器人学 · 计算机科学 2023-03-06 Quanyi Li , Zhenghao Peng , Haibin Wu , Lan Feng , Bolei Zhou

Shared autonomy is an operational concept in which a user and an autonomous agent collaboratively control a robotic system. It provides a number of advantages over the extremes of full-teleoperation and full-autonomy in many settings.…

机器人学 · 计算机科学 2025-08-28 Takuma Yoneda , Luzhe Sun , Ge Yang , Bradly Stadie , Matthew Walter

When a vehicle drives on the road, its behaviors will be affected by surrounding vehicles. Prediction and decision should not be considered as two separate stages because all vehicles make decisions interactively. This paper constructs the…

人工智能 · 计算机科学 2023-02-09 Xujie Song , Zexi Lin

Simulating realistic driving behavior is crucial for developing and testing autonomous systems in complex traffic environments. Equally important is the ability to control the behavior of simulated agents to tailor scenarios to specific…

人工智能 · 计算机科学 2025-01-23 Vasileios Lioutas , Adam Scibior , Matthew Niedoba , Berend Zwartsenberg , Frank Wood

We present a work-in-progress approach to improving driver attentiveness in cars provided with automated driving systems. The approach is based on a control loop that monitors the driver's biometrics (eye movement, heart rate, etc.) and the…

机器人学 · 计算机科学 2025-03-21 Radu Calinescu , Naif Alasmari , Mario Gleirscher

Recent analyses highlight challenges in autonomous vehicle technologies, particularly failures in decision-making under dynamic or emergency conditions. Traditional automated driving systems recalculate the entire trajectory in a changing…

机器人学 · 计算机科学 2024-08-21 Kailin Tong , Berin Dikic , Wenbo Xiao , Martin Steinberger , Martin Horn , Selim Solmaz

Tight coordination is required for effective human-robot teams in domains involving fast dynamics and tactical decisions, such as multi-car racing. In such settings, robot teammates must react to cues of a human teammate's tactical…

机器人学 · 计算机科学 2024-10-15 Jonathan DeCastro , Andrew Silva , Deepak Gopinath , Emily Sumner , Thomas M. Balch , Laporsha Dees , Guy Rosman

This paper presents a novel approach to modeling human driving behavior, designed for use in evaluating autonomous vehicle control systems in a simulation environments. Our methodology leverages a hierarchical forward-looking, risk-aware…

机器人学 · 计算机科学 2024-08-20 Nathan Ludlow , Yiwei Lyu , John Dolan

Driverless vehicles are complex systems operating in constantly changing environments. Automated driving is achieved by controlling the coupled longitudinal and lateral vehicle dynamics. Model predictive control is one of the most promising…

最优化与控制 · 数学 2025-09-25 Yassine Kebbati , Naima Ait-Oufroukh , Vicenç Puig , Vincent Vigneron , Dalil Ichalal

This paper presents an experimental study of a path-tracking framework for autonomous vehicles in which the lateral control command is applied to a dynamic control point along the wheelbase. Instead of enforcing a fixed reference at either…

机器人学 · 计算机科学 2026-02-03 Alexandre Lombard , Florent Perronnet , Nicolas Gaud , Abdeljalil Abbas-Turki

The Human-Autonomy Teaming paradigm (HAT) has recently emerged to model and design hybrid teams, where a human operator must cooperate with an artificial agent, able to independently evolve in dynamic and uncertain situations. An important…

人机交互 · 计算机科学 2023-01-18 Philippe Rauffet

A novel set-theoretical approach to hands-off control is proposed, focusing on spatial arguments for command limitation rather than temporal ones. By employing dynamical feedback alongside invariant set-based constraints, actuation is…

系统与控制 · 电气工程与系统科学 2025-12-02 Andrei Sperilă , Sorin Olaru , Stéphane Drobot

Trust is essential for automated vehicles (AVs) to promote and sustain technology acceptance in human-dominated traffic scenarios. However, computational trust dynamic models describing the interactive relationship between the AVs and…

系统与控制 · 电气工程与系统科学 2022-08-09 Mehmet Fatih Ozkan , Yao Ma

Shared control schemes allow a human driver to work with an automated driving agent in driver-vehicle systems while retaining the driver's abilities to control. The human driver, as an essential agent in the driver-vehicle shared control…

系统与控制 · 电气工程与系统科学 2020-08-10 Wenshuo Wang , Xiaoxiang Na , Dongpu Cao , Jianwei Gong , Junqiang Xi , Yang Xi , Fei-Yue Wang

Autonomous driving technology can improve traffic safety and reduce traffic accidents. In addition, it improves traffic flow, reduces congestion, saves energy and increases travel efficiency. In the relatively mature automatic driving…

机器人学 · 计算机科学 2024-03-13 Wenjian Sun , Linying Pan , Jingyu Xu , Weixiang Wan , Yong Wang

We describe adaptive control algorithms whereby a chaotic dynamical system can be steered to a target state with desired characteristics. A specific implementation considered has the objective of directing the system to a state which is…

chao-dyn · 物理学 2009-10-31 Ramakrishna Ramaswamy , Sudeshna Sinha , Neelima Gupte

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

This paper presents a novel learning-based approach to dynamic robot-to-human handover, addressing the challenges of delivering objects to a moving receiver. We hypothesize that dynamic handover, where the robot adjusts to the receiver's…

机器人学 · 计算机科学 2025-02-19 Hyeonseong Kim , Chanwoo Kim , Matthew Pan , Kyungjae Lee , Sungjoon Choi

Cooperative automated vehicles exchange information to assist each other in creating a more precise and extended view of their surroundings, with the aim of improving automated-driving decisions. This paper addresses the need for scalable…

网络与互联网体系结构 · 计算机科学 2014-09-17 Mohammad Fanaei , Amin Tahmasbi-Sarvestani , Yaser P. Fallah , Gaurav Bansal , Matthew C. Valenti , John B. Kenney

This tutorial presents cooperative and noncooperative game-theoretic frameworks for modeling, learning, and control in socio-technical systems, where human behavior, incentives, institutions, and social interactions are coupled with…

系统与控制 · 电气工程与系统科学 2026-05-19 Tamer Başar , Tomohisa Hayakawa , Hideaki Ishii , Quanyan Zhu