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One of today's goals for industrial robot systems is to allow fast and easy provisioning for new tasks. Skill-based systems that use planning and knowledge representation have long been one possible answer to this. However, especially with…

机器人学 · 计算机科学 2022-12-08 Matthias Mayr , Faseeh Ahmad , Konstantinos Chatzilygeroudis , Luigi Nardi , Volker Krueger

The representation of the knowledge needed by a robot to perform complex tasks is restricted by the limitations of perception. One possible way of overcoming this situation and designing "knowledgeable" robots is to rely on the interaction…

Soft robots have the potential to revolutionize the use of robotic systems with their capability of establishing safe, robust, and adaptable interactions with their environment, but their precise control remains challenging. In contrast,…

Imitation learning offers a pathway for robots to perform repetitive tasks, allowing humans to focus on more engaging and meaningful activities. However, challenges arise from the need for extensive demonstrations and the disparity between…

机器人学 · 计算机科学 2025-05-13 Chikaha Tsuji , Enrique Coronado , Pablo Osorio , Gentiane Venture

Robotic manipulation is essential for modernizing factories and automating industrial tasks like polishing, which require advanced tactile abilities. These robots must be easily set up, safely work with humans, learn tasks autonomously, and…

机器人学 · 计算机科学 2024-08-26 Anran Zhang , Kübra Karacan , Hamid Sadeghian , Yansong Wu , Fan Wu , Sami Haddadin

Manufacturing is facing ever changing market demands, with faster innovation cycles resulting to growing agility and flexibility requirements. Industry 4.0 has been transforming the manufacturing world towards digital automation and the…

机器人学 · 计算机科学 2024-09-26 Taneli Lohi , Samuli Soutukorva , Tapio Heikkilä

Robotic grasping under uncertainty remains a fundamental challenge due to its uncertain and contact-rich nature. Traditional rigid robotic hands, with limited degrees of freedom and compliance, rely on complex model-based and heavy feedback…

机器人学 · 计算机科学 2026-04-06 Liudi Yang , Yang Bai , Yuhao Wang , Ibrahim Alsarraj , Gitta Kutyniok , Zhanchi Wang , Ke Wu

A fundamental objective in intelligent robotics is to move towards lifelong learning robot that can learn and adapt to unseen scenarios over time. However, continually learning new tasks would introduce catastrophic forgetting problems due…

机器人学 · 计算机科学 2025-09-16 Pengzhi Yang , Xinyu Wang , Ruipeng Zhang , Cong Wang , Frans A. Oliehoek , Jens Kober

In modern industrial settings with small batch sizes it should be easy to set up a robot system for a new task. Strategies exist, e.g. the use of skills, but when it comes to handling forces and torques, these systems often fall short. We…

机器人学 · 计算机科学 2022-03-21 Matthias Mayr , Faseeh Ahmad , Konstantinos Chatzilygeroudis , Luigi Nardi , Volker Krueger

Everyday contact-rich tasks, such as peeling, cleaning, and writing, demand multimodal perception for effective and precise task execution. However, these present a novel challenge to robots as they lack the ability to combine these…

机器人学 · 计算机科学 2024-10-28 Mythra V. Balakuntala , Upinder Kaur , Xin Ma , Juan Wachs , Richard M. Voyles

In this work we propose a learning approach to high-precision robotic assembly problems. We focus on the contact-rich phase, where the assembly pieces are in close contact with each other. Unlike many learning-based approaches that heavily…

机器人学 · 计算机科学 2021-08-03 Jieliang Luo , Hui Li

The tremendous success of behavior cloning (BC) in robotic manipulation has been largely confined to tasks where demonstrations can be effectively collected through human teleoperation. However, demonstrations for contact-rich manipulation…

机器人学 · 计算机科学 2025-04-29 Huaijiang Zhu , Tong Zhao , Xinpei Ni , Jiuguang Wang , Kuan Fang , Ludovic Righetti , Tao Pang

In recent years, industrial robots have been installed in various industries to handle advanced manufacturing and high precision tasks. However, further integration of industrial robots is hampered by their limited flexibility, adaptability…

机器人学 · 计算机科学 2020-10-27 Oren Spector , Miriam Zacksenhouse

Learning to manipulate objects efficiently, particularly those involving sustained contact (e.g., pushing, sliding) and articulated parts (e.g., drawers, doors), presents significant challenges. Traditional methods, such as robot-centric…

机器人学 · 计算机科学 2025-03-18 Shijie Fang , Wenchang Gao , Shivam Goel , Christopher Thierauf , Matthias Scheutz , Jivko Sinapov

Contact-rich manipulation involves kinematic constraints on the task motion, typically with discrete transitions between these constraints during the task. Allowing the robot to detect and reason about these contact constraints can support…

机器人学 · 计算机科学 2023-04-05 Christian Hegeler , Filippo Rozzi , Loris Roveda , Kevin Haninger

Contact-rich manipulation tasks in unstructured environments often require both haptic and visual feedback. It is non-trivial to manually design a robot controller that combines these modalities which have very different characteristics.…

The ability of a soft robot to perform specific tasks is determined by its contact configuration, and transitioning between configurations is often necessary to reach a desired position or manipulate an object. Based on this observation, we…

机器人学 · 计算机科学 2024-02-22 Etienne Ménager , Christian Duriez

Wiping behavior is a task of tracing the surface of an object while feeling the force with the palm of the hand. It is necessary to adjust the force and posture appropriately considering the various contact conditions felt by the hand.…

机器人学 · 计算机科学 2024-03-19 Kento Kawaharazuka , Naoaki Kanazawa , Kei Okada , Masayuki Inaba

Within the realm of service robotics, researchers have placed a great amount of effort into learning, understanding, and representing motions as manipulations for task execution by robots. The task of robot learning and problem-solving is…

机器人学 · 计算机科学 2023-06-23 David Paulius , Yu Sun

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…

机器人学 · 计算机科学 2019-11-20 Kathleen Fitzsimons , Aleksandra Kalinowska , Julius P. A. Dewald , Todd Murphey
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