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In human-robot collaboration, the objectives of the human are often unknown to the robot. Moreover, even assuming a known objective, the human behavior is also uncertain. In order to plan a robust robot behavior, a key preliminary question…

机器人学 · 计算机科学 2023-02-28 Yang You , Vincent Thomas , Francis Colas , Rachid Alami , Olivier Buffet

Collaborative robotic systems will be a key enabling technology for current and future industrial applications. The main aspect of such applications is to guarantee safety for humans. To detect hazardous situations, current commercially…

机器人学 · 计算机科学 2022-02-08 Lorena Gril , Philipp Wedenig , Chris Torkar , Ulrike Kleb

We present a framework for learning human user models from joint-action demonstrations that enables the robot to compute a robust policy for a collaborative task with a human. The learning takes place completely automatically, without any…

机器人学 · 计算机科学 2017-06-15 Stefanos Nikolaidis , Keren Gu , Ramya Ramakrishnan , Julie Shah

In human-robot teams, humans often start with an inaccurate model of the robot capabilities. As they interact with the robot, they infer the robot's capabilities and partially adapt to the robot, i.e., they might change their actions based…

机器人学 · 计算机科学 2017-06-15 Stefanos Nikolaidis , Swaprava Nath , Ariel D. Procaccia , Siddhartha Srinivasa

As robots become ubiquitous in the workforce, it is essential that human-robot collaboration be both intuitive and adaptive. A robot's quality improves based on its ability to explicitly reason about the time-varying (i.e. learning curves)…

机器人学 · 计算机科学 2020-07-10 Ruisen Liu , Manisha Natarajan , Matthew Gombolay

The study of human-robot interaction (HRI) has received increasing research attention for robot navigation in pedestrian crowds. In this paper, we present empirical study of pedestrian-robot interaction in an uni-directional exit corridor.…

机器人学 · 计算机科学 2018-02-19 Zhuo Chen , Chao Jiang , Yi Guo

Whole-body humanoid motion represents a fundamental challenge in robotics, requiring balance, coordination, and adaptability to enable human-like behaviors. However, existing methods typically require multiple training samples per motion,…

机器人学 · 计算机科学 2026-04-08 Hao Huang , Geeta Chandra Raju Bethala , Shuaihang Yuan , Congcong Wen , Mengyu Wang , Anthony Tzes , Yi Fang

This paper presents a real-time gait driven training framework for humanoid robots. First, we introduce a novel gait planner that incorporates dynamics to design the desired joint trajectory. In the gait design process, the 3D robot model…

机器人学 · 计算机科学 2026-02-03 Bolin Li , Yuzhi Jiang , Linwei Sun , Xuecong Huang , Lijun Zhu , Han Ding

We focus on human-robot collaborative transport, in which a robot and a user collaboratively move an object to a goal pose. In the absence of explicit communication, this problem is challenging because it demands tight implicit coordination…

机器人学 · 计算机科学 2025-02-06 Elvin Yang , Christoforos Mavrogiannis

In hybrid industrial environments, workers' comfort and positive perception of safety are essential requirements for successful acceptance and usage of collaborative robots. This paper proposes a novel human-robot interaction framework in…

机器人学 · 计算机科学 2023-01-02 Marta Lagomarsino , Marta Lorenzini , Elena De Momi , Arash Ajoudani

Human bimanual manipulation can perform more complex tasks than a simple combination of two single arms, which is credited to the spatio-temporal coordination between the arms. However, the description of bimanual coordination is still an…

机器人学 · 计算机科学 2023-07-13 Junjia Liu , Hengyi Sim , Chenzui Li , Fei Chen

Recent years have seen human robot collaboration (HRC) quickly emerged as a hot research area at the intersection of control, robotics, and psychology. While most of the existing work in HRC focused on either low-level human-aware motion…

人机交互 · 计算机科学 2018-04-02 Wei Zheng , Bo Wu , Hai Lin

Understanding human intentions is critical for safe and effective human-robot collaboration. While state of the art methods for human goal prediction utilize learned models to account for the uncertainty of human motion data, that data is…

机器人学 · 计算机科学 2024-01-24 Yi-Shiuan Tung , Matthew B. Luebbers , Alessandro Roncone , Bradley Hayes

This paper considers an optimal task allocation problem for human robot collaboration in human robot systems with persistent tasks. Such human robot systems consist of human operators and intelligent robots collaborating with each other to…

机器人学 · 计算机科学 2017-06-02 Bo Wu , Bin Hu , Hai Lin

To enable safe and effective human-robot collaboration (HRC) in smart manufacturing, seamless integration of sensing, cognition, and prediction into the robot controller is critical for real-time awareness, response, and communication…

机器人学 · 计算机科学 2024-11-01 Dianhao Zhang , Mien Van , Pantelis Sopasakis , Seán McLoone

An important current challenge in Human-Robot Interaction (HRI) is to enable robots to learn on-the-fly from human feedback. However, humans show a great variability in the way they reward robots. We propose to address this issue by…

机器人学 · 计算机科学 2020-05-11 Rémi Dromnelle , Benoît Girard , Erwan Renaudo , Raja Chatila , Mehdi Khamassi

Predicting human mobility is crucial for urban planning, traffic control, and emergency response. Mobility behaviors can be categorized into individual and collective, and these behaviors are recorded by diverse mobility data, such as…

机器学习 · 计算机科学 2024-12-23 Qingyue Long , Yuan Yuan , Yong Li

While motion planning techniques for automated vehicles in a reactive and anticipatory manner are already widely presented, approaches to cooperative motion planning are still remaining. In this paper, we present an approach to enhance…

机器人学 · 计算机科学 2017-08-24 Maximilian Naumann , Christoph Stiller

This paper presents a method for tailoring a parametric controller based on human ratings. The method leverages supervised learning concepts in order to train a reward model from data. It is applied to a gait rehabilitation robot with the…

机器人学 · 计算机科学 2020-01-15 Marcel Menner , Lukas Neuner , Lars Lünenburger , Melanie N. Zeilinger

As the global population ages, effective rehabilitation and mobility aids will become increasingly critical. Gait assistive robots are promising solutions, but designing adaptable controllers for various impairments poses a significant…

机器人学 · 计算机科学 2025-10-28 Yifan Wang , Sherwin Stephen Chan , Mingyuan Lei , Lek Syn Lim , Henry Johan , Bingran Zuo , Wei Tech Ang