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Humanoid robots are entering our physical world at scale, yet as oversized toys--good at singing and dancing, but short on force-interaction capabilities for practical tasks. Bridging this gap necessitates prioritizing reliable contact…

Humanoid robots are expected to operate in human-centered environments where safe and natural physical interaction is essential. However, most recent reinforcement learning (RL) policies emphasize rigid tracking and suppress external…

机器人学 · 计算机科学 2025-11-07 Qingzhou Lu , Yao Feng , Baiyu Shi , Michael Piseno , Zhenan Bao , C. Karen Liu

Force control is essential for medical robots when touching and contacting the patient's body. To increase the stability and efficiency in force control, an Adaption Module could be used to adjust the parameters for different contact…

机器人学 · 计算机科学 2021-09-15 Zhaoxing Deng , Xutian Deng , Miao Li

We propose a sensory substitution device that communicates one-degree-of-freedom proprioceptive feedback via deep pressure stimulation on the arm. The design is motivated by the need for a feedback modality detectable by individuals with a…

Intelligent interaction with the physical world requires perceptual abilities beyond vision and hearing; vibrant tactile sensing is essential for autonomous robots to dexterously manipulate unfamiliar objects or safely contact humans.…

机器人学 · 计算机科学 2023-04-24 Iris Andrussow , Huanbo Sun , Katherine J. Kuchenbecker , Georg Martius

Soft sensors have continued growing interest in robotics, due to their ability to enable both passive conformal contact from the material properties and active contact data from the sensor properties. However, the same properties of…

机器人学 · 计算机科学 2022-02-15 Raunaq Bhirangi , Tess Hellebrekers , Carmel Majidi , Abhinav Gupta

Reinforcement learning shows great potential to solve complex contact-rich robot manipulation tasks. However, the safety of using RL in the real world is a crucial problem, since unexpected dangerous collisions might happen when the RL…

机器人学 · 计算机科学 2025-05-27 Xiang Zhu , Shucheng Kang , Jianyu Chen

Force Sensing and Force Control are essential to many industrial applications. Typically, a 6-axis Force/Torque (F/T) sensor is mounted between the robot's wrist and the end-effector in order to measure the forces and torques exerted by the…

机器人学 · 计算机科学 2024-03-06 Shilin Shan , Quang-Cuong Pham

Hand pose tracking is essential for advancing applications in human-computer interaction. Current approaches, such as vision-based systems and wearable devices, face limitations in portability, usability, and practicality. We present a…

人机交互 · 计算机科学 2025-10-07 Yingjing Xiao , Zhichao Huang , Junbin Ren , Haichuan Song , Yang Gao , Yuting Bai , Zhanpeng Jin

Robotic disassembly involves contact-rich interactions in which successful manipulation depends not only on geometric alignment but also on force-dependent state transitions. While vision-based policies perform well in structured settings,…

Contact-rich manipulation demands human-like integration of perception and force feedback: vision should guide task progress, while high-frequency interaction control must stabilize contact under uncertainty. Existing learning-based…

The 'infinite' passive degrees of freedom of soft robotic arms render their control especially challenging. In this paper, we leverage a previously developed model, which drawing equivalence of the soft arm to a series of universal joints,…

机器人学 · 计算机科学 2022-03-16 Zhanchi Wang , Gaotian Wang , Xiaoping Chen , Nikolaos M. Freris

Tactile sensing is vital for human dexterous manipulation, however, it has not been widely used in robotics. Compact, low-cost sensing platforms can facilitate a change, but unlike their popular optical counterparts, they are difficult to…

机器人学 · 计算机科学 2025-03-10 Adrian Röfer , Nick Heppert , Abdallah Ayad , Eugenio Chisari , Abhinav Valada

Grasping an unknown object is difficult for robot hands. When the characteristics of the object are unknown, knowing how to plan the speed at and width to which the fingers are narrowed is difficult. In this paper, we propose a method to…

机器人学 · 计算机科学 2024-10-23 Shunsuke Tokiwa , Hikaru Arita , Yosuke Suzuki , Kenji Tahara

Contact-rich tasks present significant challenges for robotic manipulation policies due to the complex dynamics of contact and the need for precise control. Vision-based policies often struggle with the skill required for such tasks, as…

机器人学 · 计算机科学 2025-05-05 Zihao He , Hongjie Fang , Jingjing Chen , Hao-Shu Fang , Cewu Lu

Understanding the physical interaction with wearable robots is essential to ensure safety and comfort. However, this interaction is complex in two key aspects: (1) the motion involved, and (2) the non-linear behaviour of soft tissues.…

机器人学 · 计算机科学 2025-11-19 Felipe Ballen-Moreno , Pasquale Ferrentino , Milan Amighi , Bram Vanderborght , Tom Verstraten

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

Teleoperation is a key approach for collecting high-quality, physically consistent demonstrations for robotic manipulation. However, teleoperation for dexterous manipulation remains constrained by: (i) inaccurate hand-robot motion mapping,…

机器人学 · 计算机科学 2026-03-31 Feiyu Jia , Xiaojie Niu , Sizhe Yang , Qingwei Ben , Tao Huang , Feng zhao , Jingbo Wang , Jiangmiao Pang

This paper presents the application of a learning control approach for the realization of a fast and reliable pick-and-place application with a spherical soft robotic arm. The arm is characterized by a lightweight design and exhibits…

机器人学 · 计算机科学 2021-03-09 Jasan Zughaibi , Matthias Hofer , Raffaello D'Andrea

Robot trajectories used for learning end-to-end robot policies typically contain end-effector and gripper position, workspace images, and language. Policies learned from such trajectories are unsuitable for delicate grasping, which require…

机器人学 · 计算机科学 2024-10-18 William Xie , Stefan Caldararu , Nikolaus Correll