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Reliable operation of high-power proton cyclotrons is a critical requirement for Accelerator Driven Systems (ADS) and other large-scale applications. Beam tuning in such machines is traditionally performed manually, a process that can be…

We introduce VIOLA, an object-centric imitation learning approach to learning closed-loop visuomotor policies for robot manipulation. Our approach constructs object-centric representations based on general object proposals from a…

机器人学 · 计算机科学 2023-03-09 Yifeng Zhu , Abhishek Joshi , Peter Stone , Yuke Zhu

Mobile manipulator throwing is a promising method to increase the flexibility and efficiency of dynamic manipulation in factories. Its major challenge is to efficiently plan a feasible throw under a wide set of task specifications. We show…

机器人学 · 计算机科学 2022-08-05 Yang Liu , Aradhana Nayak , Aude Billard

Deformable object manipulation has many applications such as cooking and laundry folding in our daily lives. Manipulating elastoplastic objects such as dough is particularly challenging because dough lacks a compact state representation and…

机器人学 · 计算机科学 2022-07-12 Carl Qi , Xingyu Lin , David Held

Manipulation of deformable Linear objects (DLOs), including iron wire, rubber, silk, and nylon rope, is ubiquitous in daily life. These objects exhibit diverse physical properties, such as Young$'$s modulus and bending stiffness.Such…

机器人学 · 计算机科学 2024-11-01 Mingen Li , Changhyun Choi

Instance segmentation with unseen objects is a challenging problem in unstructured environments. To solve this problem, we propose a robot learning approach to actively interact with novel objects and collect each object's training label…

机器人学 · 计算机科学 2022-07-22 Houjian Yu , Changhyun Choi

This paper proposes an inverse optimal control method which enables a robot to incrementally learn a control objective function from a collection of trajectory segments. By saying incrementally, it means that the collection of trajectory…

机器人学 · 计算机科学 2022-02-03 Zihao Liang , Wanxin Jin , Shaoshuai Mou

Fast and safe manipulation of flexible objects with a robot manipulator necessitates measures to cope with vibrations. Existing approaches either increase the task execution time or require complex models and/or additional instrumentation…

机器人学 · 计算机科学 2023-07-11 Shamil Mamedov , Alejandro Astudillo , Daniele Ronzani , Wilm Decré , Jean-Philippe Noël , Jan Swevers

Dextrous in-hand manipulation with a multi-fingered robotic hand is a challenging task, esp. when performed with the hand oriented upside down, demanding permanent force-closure, and when no external sensors are used. For the task of…

机器人学 · 计算机科学 2023-11-08 Johannes Pitz , Lennart Röstel , Leon Sievers , Berthold Bäuml

Cognitive map learners (CML) have been shown to enable hierarchical, compositional machine learning. That is, interpedently trained CML modules can be arbitrarily composed together to solve more complex problems without task-specific…

机器人学 · 计算机科学 2026-03-31 Nathan McDonald , Colyn Seeley , Christian Brazeau

Legged manipulators extend robotic capabilities beyond static manipulation by integrating agile locomotion with versatile arm control. However, achieving precise manipulation while maintaining coordinated locomotion remains a major…

Feedforward control can greatly improve the response time and control accuracy of any mechatronic system. However, in order to compensate for the effects of modeling errors or disturbances, it is imperative that this type of control works…

系统与控制 · 电气工程与系统科学 2024-06-17 Eduardo Moya-Lasheras , Edgar Ramirez-Laboreo , Eloy Serrano-Seco

Re-grasp manipulation leverages on ergonomic tools to assist humans in accomplishing diverse tasks. In certain scenarios, humans often employ external forces to effortlessly and precisely re-grasp tools like a hammer. Previous development…

机器人学 · 计算机科学 2023-09-28 Dehao Wei , Guokang Sun , Zeyu Ren , Shuang Li , Zhufeng Shao , Xiang Li , Nikos Tsagarakis , Shaohua Ma

To ensure that a robot is able to accomplish an extensive range of tasks, it is necessary to achieve a flexible combination of multiple behaviors. This is because the design of task motions suited to each situation would become increasingly…

机器人学 · 计算机科学 2023-10-04 Kanata Suzuki , Hiroki Mori , Tetsuya Ogata

A neural network based flexible object manipulation system for a humanoid robot on FPGA is proposed. Although the manipulations of flexible objects using robots attract ever increasing attention since these tasks are the basic and essential…

机器人学 · 计算机科学 2021-07-02 Satoshi Ohara , Tetsuya Ogata , Hiromitsu Awano

Recent studies have made significant progress in addressing dexterous manipulation problems, particularly in in-hand object reorientation. However, there are few existing works that explore the potential utilization of developed dexterous…

机器人学 · 计算机科学 2024-07-11 Tao Chen , Eric Cousineau , Naveen Kuppuswamy , Pulkit Agrawal

We have developed an algorithm that constructs a model of a reconfigurable optical interferometer, independent of specific architectural constraints. The programming of unitary transformations on the interferometer's optical modes relies on…

量子物理 · 物理学 2025-06-02 Sergei S. Kuzmin , Ivan V. Dyakonov , Stanislav S. Straupe

The Mini Wheelbot is a balancing, reaction wheel unicycle robot designed as a testbed for learning-based control. It is an unstable system with highly nonlinear yaw dynamics, non-holonomic driving, and discrete contact switches in a small,…

机器人学 · 计算机科学 2025-11-07 Henrik Hose , Jan Weisgerber , Sebastian Trimpe

This letter presents a new intelligent control scheme for the accurate trajectory tracking of flexible link manipulators. The proposed approach is mainly based on a sliding mode controller for underactuated systems with an embedded…

Studying the manipulation of deformable linear objects has significant practical applications in industry, including car manufacturing, textile production, and electronics automation. However, deformable linear object manipulation poses a…

机器人学 · 计算机科学 2023-07-20 Kejia Chen , Zhenshan Bing , Fan Wu , Yuan Meng , Andre Kraft , Sami Haddadin , Alois Knoll