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In this paper, we present AR3n (pronounced as Aaron), an assist-as-needed (AAN) controller that utilizes reinforcement learning to supply adaptive assistance during a robot assisted handwriting rehabilitation task. Unlike previous AAN…

Robotics · Computer Science 2023-04-18 Shrey Pareek , Harris Nisar , Thenkurussi Kesavadas

Despite the fact that robotic platforms can provide both consistent practice and objective assessments of users over the course of their training, there are relatively few instances where physical human robot interaction has been…

Robotics · Computer Science 2019-11-20 Kathleen Fitzsimons , Aleksandra Kalinowska , Julius P. A. Dewald , Todd Murphey

Therapist-in-the-loop robotic rehabilitation has shown great promise in enhancing rehabilitation outcomes by integrating the strengths of therapists and robotic systems. However, its broader adoption remains limited due to insufficient safe…

Systems and Control · Electrical Eng. & Systems 2026-02-24 Zhimin Hou , Jiacheng Hou , Xiao Chen , Hamid Sadeghian , Tianyu Ren , Sami Haddadin

In this paper, the problem of making a safe compliant contact between a human and an assistive robot is considered. Users with disabilities have a need to utilize their assistive robots for physical human-robot interaction (PHRI) during…

Robotics · Computer Science 2022-02-08 Z. Ding , M. Baghbahari , A. Behal

Assist-as-needed (AAN) control aims at promoting therapeutic outcomes in robot-assisted rehabilitation by encouraging patients' active participation. Impedance control is used by most AAN controllers to create a compliant force field around…

Robotics · Computer Science 2022-01-04 Yufeng Zhang , Shuai Li , Karen J. Nolan , Damiano Zanotto

Under-actuated robot grippers as a pervasive tool of robots have become a considerable research focus. Despite their simplicity of mechanical design and control strategy, they suffer from poor versatility and weak adaptability, making…

Robotics · Computer Science 2024-03-20 Jihao Li , Tingbo Liao , Hassen Nigatu , Haotian Guo , Guodong Lu , Huixu Dong

Human-machine interaction (HMI) and human-robot interaction (HRI) can assist structural monitoring and structural dynamics testing in the laboratory and field. In vibratory experimentation, one mode of generating vibration is to use…

Robotics · Computer Science 2023-03-24 Elijah Wyckoff , Ronan Reza , Fernando Moreu

With the ongoing efforts to empower people with mobility impairments and the increase in technological acceptance by the general public, assistive technologies, such as collaborative robotic arms, are gaining popularity. Yet, their…

Human-Computer Interaction · Computer Science 2024-05-20 Max Pascher , Felix Ferdinand Goldau , Kirill Kronhardt , Udo Frese , Jens Gerken

Exoskeletons play a crucial role in assisting patients with varying mobility levels during rehabilitation. However, existing control strategies face challenges such as imprecise trajectory tracking, interaction torque oscillations, and…

Chaotic Dynamics · Physics 2025-12-08 Zheng Sun , Wenkong Wang , Zizhong Wei , Xin Ma

Hybrid rigid-soft robots combine the precision of rigid manipulators with the compliance and adaptability of soft arms, offering a promising approach for versatile grasping in unstructured environments. However, coordinating hybrid robots…

Safety, reliability, and user trust are crucial in human-robot interaction (HRI) where the robots must address hazards in real-time. This study presents hazard driven low-level control strategies implemented in robot-assisted dressing (RAD)…

Robotics · Computer Science 2025-05-13 Yasmin Rafiq , Baslin A. James , Ke Xu , Robert M. Hierons , Sanja Dogramadzi

This paper contributes a first study into how different human users deliver simultaneous control and feedback signals during human-robot interaction. As part of this work, we formalize and present a general interactive learning framework…

Artificial Intelligence · Computer Science 2017-03-16 Kory W. Mathewson , Patrick M. Pilarski

Conventional robot programming methods are complex and time-consuming for users. In recent years, alternative approaches such as mixed reality have been explored to address these challenges and optimize robot programming. While the findings…

Human-Computer Interaction · Computer Science 2025-03-27 Maximilian Rettinger , Leander Hacker , Philipp Wolters , Gerhard Rigoll

We examine how a human-robot interaction (HRI) system may be designed when input-output data from previous experiments are available. In particular, we consider how to select an optimal impedance in the assistance design for a cooperative…

Robotics · Computer Science 2023-10-10 Ethan Lau , Vaibhav Srivastava , Shaunak D. Bopardikar

Shared control in assistive robotics blends human autonomy with computer assistance, thus simplifying complex tasks for individuals with physical impairments. This study assesses an adaptive Degrees of Freedom control method specifically…

Human-Computer Interaction · Computer Science 2024-06-11 Felix Ferdinand Goldau , Max Pascher , Annalies Baumeister , Patrizia Tolle , Jens Gerken , Udo Frese

Force interaction is inevitable when robots face multiple operation scenarios. How to make the robot competent in force control for generalized operations such as multi-tasks still remains a challenging problem. Aiming at the…

Robotics · Computer Science 2024-03-26 Bo Zhou , Yuyao Sun , Wenbo Liu , Ruixuan Jiao , Fang Fang , Shihua Li

In brain-machine interface (BMI) applications, a key challenge is the low information content and high noise level in neural signals, severely affecting stable robotic control. To address this challenge, we proposes a cooperative shared…

Robotics · Computer Science 2024-10-15 Junjie Yang , Ling Liu , Shengjie Zheng , Lang Qian , Gang Gao , Xin Chen , Xiaojian Li

With the goal of increasing the speed and efficiency in robotic dual arm manipulation, a novel control approach is presented that utilizes intentional simultaneous impacts to rapidly grasp objects. This approach uses the time-invariant…

Robotics · Computer Science 2023-04-25 Jari J. van Steen , Abdullah Coşgun , Nathan van de Wouw , Alessandro Saccon

We introduce a unified framework for gentle robotic grasping that synergistically couples real-time friction estimation with adaptive grasp control. We propose a new particle filter-based method for real-time estimation of the friction…

Robotics · Computer Science 2026-03-10 Zhenwei Niu , Xiaoyi Chen , Jiayu Hu , Zhaoyang Liu , Tang Jian , Xiaozu Ju

Human-robot teaming offers great potential because of the opportunities to combine strengths of heterogeneous agents. However, one of the critical challenges in realizing an effective human-robot team is efficient information exchange -…

Robotics · Computer Science 2019-09-17 Jason M. Gregory , Christopher Reardon , Kevin Lee , Geoffrey White , Ki Ng , Caitlyn Sims
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