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In intelligent manufacturing, robots are asked to dynamically adapt their behaviours without reducing productivity. Human teaching, where an operator physically interacts with the robot to demonstrate a new task, is a promising strategy to…

机器人学 · 计算机科学 2024-12-04 Matteo Dalle Vedove , Edoardo Lamon , Daniele Fontanelli , Luigi Palopoli , Matteo Saveriano

Legged robots are well-suited for broad exploration tasks in complex environments with yielding terrain. Understanding robotic foot-terrain interactions is critical for safe locomotion and walking efficiency for legged robots. This paper…

机器人学 · 计算机科学 2024-03-06 Xunjie Chen , Jingang Yi , Jerry Shan

In collaborative human-robot manipulation, a robot must predict human intents and adapt its actions accordingly to smoothly execute tasks. However, the human's intent in turn depends on actions the robot takes, creating a chicken-or-egg…

机器人学 · 计算机科学 2024-06-04 Kushal Kedia , Atiksh Bhardwaj , Prithwish Dan , Sanjiban Choudhury

Robots that physically interact with their surroundings, in order to accomplish some tasks or assist humans in their activities, require to exploit contact forces in a safe and proficient manner. Impedance control is considered as a…

机器人学 · 计算机科学 2023-09-27 Fares J. Abu-Dakka , Matteo Saveriano

People deeply care about how fairly they are treated by robots. The established paradigm for probing fairness in Human-Robot Interaction (HRI) involves measuring the perception of the fairness of a robot at the conclusion of an interaction.…

机器人学 · 计算机科学 2024-09-13 Houston Claure , Kate Candon , Inyoung Shin , Marynel Vázquez

In recent years, the focus on developing robot manipulators has shifted towards prioritizing safety in Human-Robot Interaction (HRI). Impedance control is a typical approach for interaction control in collaboration tasks. However, such a…

机器人学 · 计算机科学 2025-04-24 Zi-Qi Yang , Miaomiao Wang , Mehrdad R. Kermani

Consider a prosthetic arm, learning to adapt to its user's control signals. We propose Interaction-Grounded Learning for this novel setting, in which a learner's goal is to interact with the environment with no grounding or explicit reward…

机器学习 · 计算机科学 2021-07-15 Tengyang Xie , John Langford , Paul Mineiro , Ida Momennejad

Within the concept of physical human-robot interaction (pHRI), the most important criterion is the safety of the human operator interacting with a high degree of freedom (DoF) robot. Therefore, a robust control scheme is in high demand to…

机器人学 · 计算机科学 2023-12-06 Mahdi Hejrati , Jouni Mattila

This paper investigates learning effects and human operator training practices in variable autonomy robotic systems. These factors are known to affect performance of a human-robot system and are frequently overlooked. We present the results…

机器人学 · 计算机科学 2023-11-17 Manolis Chiou , Mohammed Talha , Rustam Stolkin

Teleoperated robotic characters can perform expressive interactions with humans, relying on the operators' experience and social intuition. In this work, we propose to create autonomous interactive robots, by training a model to imitate…

In Hindsight Experience Replay (HER), a reinforcement learning agent is trained by treating whatever it has achieved as virtual goals. However, in previous work, the experience was replayed at random, without considering which episode might…

机器学习 · 计算机科学 2020-05-26 Rui Zhao , Volker Tresp

To interact seamlessly with robots, users must infer the causes of a robot's behavior and be confident about that inference. Hence, trust is a necessary condition for human-robot collaboration (HRC). Despite its crucial role, it is largely…

机器人学 · 计算机科学 2021-04-23 Felix Schoeller , Mark Miller , Roy Salomon , Karl J. Friston

In this PhD thesis, we explore and apply methods inspired by the free energy principle to two important areas in machine learning and neuroscience. The free energy principle is a general mathematical theory of the necessary…

人工智能 · 计算机科学 2021-08-31 Beren Millidge

Multi-agent human-robot co-manipulation is a poorly understood process with many inputs that potentially affect agent behavior. This paper explores one such input known as interaction force. Interaction force is potentially a primary…

机器人学 · 计算机科学 2024-08-06 Kody B. Shaw , Dallin L. Cordon , Marc D. Killpack , John L. Salmon

Research on untethered micro-swimming robots is growing fast owing to their potential impact on minimally invasive medical procedures. Candidate propulsion mechanisms of robots are based on flagellar mechanisms of microorganisms such as…

流体动力学 · 物理学 2017-10-20 Ahmet Fatih Tabak , Serhat Yesilyurt

Communication is essential for successful interaction. In human-robot interaction, implicit communication holds the potential to enhance robots' understanding of human needs, emotions, and intentions. This paper introduces a method to…

机器人学 · 计算机科学 2026-03-10 Haoyang Jiang , Elizabeth A. Croft , Michael G. Burke

A robot making contact with an environment or human presents potential safety risks, including excessive collision force. While experiments on the effect of robot inertia, relative velocity, and interface stiffness on collision are in…

机器人学 · 计算机科学 2020-04-27 Kevin Haninger , Dragoljub Surdilovic

Shared dynamics models are important for capturing the complexity and variability inherent in Human-Robot Interaction (HRI). Therefore, learning such shared dynamics models can enhance coordination and adaptability to enable successful…

机器人学 · 计算机科学 2024-10-15 Vignesh Prasad , Alap Kshirsagar , Dorothea Koert , Ruth Stock-Homburg , Jan Peters , Georgia Chalvatzaki

Efficiently detecting human intent to interact with ubiquitous robots is crucial for effective human-robot interaction (HRI) and collaboration. Over the past decade, deep learning has gained traction in this field, with most existing…

机器人学 · 计算机科学 2025-09-29 Farida Mohsen , Ali Safa

We present the effect of adapting to human preferences on trust in a human-robot teaming task. The team performs a task in which the robot acts as an action recommender to the human. It is assumed that the behavior of the human and the…

机器人学 · 计算机科学 2023-09-12 Shreyas Bhat , Joseph B. Lyons , Cong Shi , X. Jessie Yang