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相关论文: Extremum Seeking Controlled Wiggling for Tactile I…

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Dexterous manipulation requires precise geometric reasoning, yet existing visuo-tactile learning methods struggle with sub-millimeter precision tasks that are routine for traditional model-based approaches. We identify a key limitation:…

机器人学 · 计算机科学 2026-02-27 Jialei Huang , Yang Ye , Yuanqing Gong , Xuezhou Zhu , Yang Gao , Kaifeng Zhang

Complicated assembly processes can be described as a sequence of two main activities: grasping and insertion. While general grasping solutions are common in industry, insertion is still only applicable to small subsets of problems, mainly…

机器人学 · 计算机科学 2021-04-30 Oren Spector , Dotan Di Castro

In robotic insertion tasks where the uncertainty exceeds the allowable tolerance, a good search strategy is essential for successful insertion and significantly influences efficiency. The commonly used blind search method is time-consuming…

机器人学 · 计算机科学 2024-04-08 Chen Wang , Haoxiang Luo , Kun Zhang , Hua Chen , Jia Pan , Wei Zhang

Challenges of enhancing productivity by amplifying efficiency and man-machine compatibility of equipment can be achieved by adopting advanced technologies. This study aims to present and exemplify methodology for incorporating ergonomics…

人机交互 · 计算机科学 2022-04-06 Neelesh Kr. Sharma , Mayank Tiwari , Atul Thakur , Anindya K. Ganguli

This paper deals with the gradient-based extremum seeking control (ESC) with actuation dynamics governed by distributed wave partial differential equations (PDEs). To achieve the control objective of real-time optimization for this class of…

Robotic assistance allows surgeries to be reliably and accurately executed while still under direct supervision of the surgeon, combining the strengths of robotic technology with the surgeon's expertise. This paper describes a robotic…

系统与控制 · 电气工程与系统科学 2025-12-09 Daniel Larby , Joshua Kershaw , Matthew Allen , Fulvio Forni

End-to-end learning directly maps sensory inputs to actions, creating highly integrated and efficient policies for complex robotics tasks. However, such models often struggle to generalize beyond their training scenarios, limiting…

机器人学 · 计算机科学 2025-05-19 Makram Chahine , Alex Quach , Alaa Maalouf , Tsun-Hsuan Wang , Daniela Rus

In dynamic environments, robots often encounter constrained movement trajectories when manipulating objects with specific properties, such as doors. Therefore, applying the appropriate force is crucial to prevent damage to both the robots…

机器人学 · 计算机科学 2025-12-02 Lai Wei , Jiahua Ma , Yibo Hu , Ruimao Zhang

Bimanual manipulation with tactile feedback will be key to human-level robot dexterity. However, this topic is less explored than single-arm settings, partly due to the availability of suitable hardware along with the complexity of…

机器人学 · 计算机科学 2023-07-14 Yijiong Lin , Alex Church , Max Yang , Haoran Li , John Lloyd , Dandan Zhang , Nathan F. Lepora

Inverted landing in a rapid and robust manner is a challenging feat for aerial robots, especially while depending entirely on onboard sensing and computation. In spite of this, this feat is routinely performed by biological fliers such as…

机器人学 · 计算机科学 2023-04-26 Bryan Habas , Jack W. Langelaan , Bo Cheng

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

One of the most important object properties that humans and robots perceive through touch is hardness. This paper investigates information-theoretic active sampling strategies for sample-efficient hardness classification with vision-based…

Optical tactile sensors are extensively utilized in intelligent robot manipulation due to their ability to acquire high-resolution tactile information at a lower cost. However, achieving adequate reality and versatility in simulating…

机器人学 · 计算机科学 2024-05-07 Zirong Shen , Yuhao Sun , Shixin Zhang , Zixi Chen , Heyi Sun , Fuchun Sun , Bin Fang

We present algorithms and results for a robotic manipulation system that was designed to be easily programmable and adaptable to various tasks common to industrial setting, which is inspired by the Industrial Assembly Challenge at the 2018…

机器人学 · 计算机科学 2020-06-16 James Watson , Austin Miller , Nikolaus Correll

In this paper we address the challenge of exploration in deep reinforcement learning for robotic manipulation tasks. In sparse goal settings, an agent does not receive any positive feedback until randomly achieving the goal, which becomes…

机器人学 · 计算机科学 2021-02-23 Nikola Vulin , Sammy Christen , Stefan Stevsic , Otmar Hilliges

Deploying deep reinforcement learning in safety-critical settings requires developing algorithms that obey hard constraints during exploration. This paper contributes a first approach toward enforcing formal safety constraints on end-to-end…

人工智能 · 计算机科学 2020-07-03 Nathan Hunt , Nathan Fulton , Sara Magliacane , Nghia Hoang , Subhro Das , Armando Solar-Lezama

Compliance control is essential for safe physical interaction, yet its adoption is limited by hardware requirements such as force torque sensors. While recent reinforcement learning approaches aim to bypass these constraints, they often…

机器人学 · 计算机科学 2026-03-03 Haochen Shi , Songbo Hu , Yifan Hou , Weizhuo Wang , Karen Liu , Shuran Song

Fine dexterous manipulation requires reactive control based on rich sensing of manipulator-object interactions. Tactile sensing arrays provide rich contact information across the manipulator's surface. However their implementation faces two…

机器人学 · 计算机科学 2025-03-11 Elie Chelly , Andrea Cherubini , Philippe Fraisse , Faiz Ben Amar , Mahdi Khoramshahi

Tactile sensors can provide detailed contact in-formation that can facilitate robots to perform dexterous, in-hand manipulation tasks. One of the primitive but important tasks is surface following that is a key feature for robots while…

机器人学 · 计算机科学 2019-12-03 Chen Lu , Jing Wang , Shan Luo

Inverted landing is a challenging feat to perform in aerial robots, especially without external positioning. However, it is routinely performed by biological fliers such as bees, flies, and bats. Our previous observations of landing…

机器人学 · 计算机科学 2022-03-04 Bryan Habas , Bader AlAttar , Brian Davis , Jack W. Langelaan , Bo Cheng