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Applying intelligent robot arms in dynamic uncertain environments (i.e., flexible production lines) remains challenging, which requires efficient algorithms for real time trajectory generation. The motion planning problem for robot…

机器人学 · 计算机科学 2020-08-11 Weiye Zhao , Suqin He , Chengtao Wen , Changliu Liu

Legged robots must achieve both robust locomotion and energy efficiency to be practical in real-world environments. Yet controllers trained in simulation often fail to transfer reliably, and most existing approaches neglect…

机器人学 · 计算机科学 2025-09-09 Filip Bjelonic , Fabian Tischhauser , Marco Hutter

For real-time multirotor kinodynamic motion planning, the efficiency of sampling-based methods is usually hindered by difficult-to-sample homotopy classes like narrow passages. In this paper, we address this issue by a hybrid scheme. We…

机器人学 · 计算机科学 2021-03-10 Hongkai Ye , Tianyu Liu , Chao Xu , Fei Gao

A hyper-redundant robotic arm is a manipulator with many degrees of freedom, capable of executing tasks in cluttered environments where robotic arms with fewer degrees of freedom are unable to operate. This paper introduces a new method for…

机器人学 · 计算机科学 2018-03-13 Marios P. Xanthidis , Kostantinos J. Kyriakopoulos , Ioannis Rekleitis

Visual observation of objects is essential for many robotic applications, such as object reconstruction and manipulation, navigation, and scene understanding. Machine learning algorithms constitute the state-of-the-art in many fields but…

机器人学 · 计算机科学 2025-03-31 Heiko Renz , Maximilian Krämer , Frank Hoffmann , Torsten Bertram

Data-driven Model Predictive Control (MPC) has lately been the core research subject in the field of control theory. The combination of an optimal control framework with deep learning paradigms opens up the possibility to accurately track…

系统与控制 · 电气工程与系统科学 2026-04-17 Johannes Kübel , Henrik Krauss , Jinjie Li , Moju Zhao

Real-time constraint satisfaction for robots can be quite challenging due to the high computational complexity that arises when accounting for the system dynamics and environmental interactions, often requiring simplification in modelling…

机器人学 · 计算机科学 2021-05-24 Pravin Dangol , Alireza Ramezani

With the growth of intelligent civil infrastructure and smart cities, operation and maintenance (O&M) increasingly requires safe, efficient, and energy-conscious robotic manipulation of articulated components, including access doors,…

系统与控制 · 电气工程与系统科学 2026-03-25 Xiaowen Tao , Yinuo Wang , Haitao Ding , Yuanyang Qi , Ziyu Song

With the development of the smart grid concept and the increasing expansion of advanced communication and measurement equipment, consumers can actively participate in the power system operation. The intelligent use of these facilities…

系统与控制 · 电气工程与系统科学 2023-12-07 Mohammad Panahazari , Minoo Mohebbifar , Vahid Nazari Farsani , Mahmoud-Reza Haghifam

We introduce a novel regularization for localizing an elastic-energy-driven deformation to only those regions being manipulated by the user. Our local deformation features a natural region of influence, which is automatically adaptive to…

图形学 · 计算机科学 2023-06-13 Honglin Chen , Changxi Zheng , Kevin Wampler

Position-controlled systems driving repetitive tasks are of significant importance in industrial machinery. The electric actuators used in these systems are responsible for a large part of the global energy consumption, indicating that…

系统与控制 · 电气工程与系统科学 2022-01-06 Nick Van Oosterwyck , Foeke Vanbecelaere , Ferre Knaepkens , Michael Monte , Kurt Stockman , Annie Cuyt , Stijn Derammelaere

In legged locomotion, the relationship between different gait behaviors and energy consumption must consider the full-body dynamics and the robot control as a whole, which cannot be captured by simple models. This work studies the robot…

机器人学 · 计算机科学 2021-05-04 Christopher McGreavy , Zhibin Li

In the context of constraint-driven control of multi-robot systems, in this paper, we propose an optimization-based framework that is able to ensure resilience and energy-awareness of teams of robots. The approach is based on a novel,…

机器人学 · 计算机科学 2022-06-16 Gennaro Notomista

Achieving stable and energy-efficient locomotion is essential for humanoid robots to operate continuously in real-world applications. Existing MPC and RL approaches often rely on energy-related metrics embedded within a multi-objective…

机器人学 · 计算机科学 2026-02-09 Weidong Huang , Jingwen Zhang , Jiongye Li , Shibowen Zhang , Jiayang Wu , Jiayi Wang , Hangxin Liu , Yaodong Yang , Yao Su

We propose a simple, practical and intuitive approach to improve the performance of a conventional controller in uncertain environments using deep reinforcement learning while maintaining safe operation. Our approach is motivated by the…

系统与控制 · 电气工程与系统科学 2021-10-07 Tom Staessens , Tom Lefebvre , Guillaume Crevecoeur

This study presents a system integration approach for planning schedules, sequences, tasks, and motions for reconfigurable robots to automatically disassemble constrained structures in a non-destructive manner. Such systems must adapt their…

机器人学 · 计算机科学 2025-09-19 Takuya Kiyokawa , Tomoki Ishikura , Shingo Hamada , Genichiro Matsuda , Kensuke Harada

Training a robotic arm to accomplish real-world tasks has been attracting increasing attention in both academia and industry. This work discusses the role of computer vision algorithms in this field. We focus on low-cost arms on which no…

计算机视觉与模式识别 · 计算机科学 2025-06-03 Yiming Zuo , Weichao Qiu , Lingxi Xie , Fangwei Zhong , Yizhou Wang , Alan L. Yuille

Efficient motion planning algorithms are of central importance for deploying robots in the real world. Unfortunately, these algorithms often drastically reduce the dimensionality of the problem for the sake of feasibility, thereby foregoing…

机器人学 · 计算机科学 2022-12-02 Alex Beaudin , Hsiu-Chin Lin

Finite element based simulation of phenomena governed by partial differential equations is a standard tool in many engineering workflows today. However, the simulation of complex geometries is computationally expensive. Many engineering…

数值分析 · 数学 2019-08-07 Andreas Buhr

Robots are becoming more and more commonplace in many industry settings. This successful adoption can be partly attributed to (1) their increasingly affordable cost and (2) the possibility of developing intelligent, software-driven robots.…

机器人学 · 计算机科学 2021-03-26 Michel Albonico , Ivano Malavolta , Gustavo Pinto , Emitza Guzman , Katerina Chinnappan , Patricia Lago