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Robust dynamic interactions are required to move robots in daily environments alongside humans. Optimisation and learning methods have been used to mimic and reproduce human movements. However, they are often not robust and their…

机器人学 · 计算机科学 2022-07-14 Carlo Tiseo , Quentin Rouxel , Zhibin Li , Michael Mistry

In recent years, both reinforcement learning and learning-based control -- as well as the study of their safety, which is crucial for deployment in real-world robots -- have gained significant traction. However, to adequately gauge the…

机器人学 · 计算机科学 2022-07-27 Zhaocong Yuan , Adam W. Hall , Siqi Zhou , Lukas Brunke , Melissa Greeff , Jacopo Panerati , Angela P. Schoellig

Admittance control is a commonly used strategy for regulating robotic systems, such as quadruped and humanoid robots, allowing them to respond compliantly to contact forces during interactions with their environments. However, it can lead…

系统与控制 · 电气工程与系统科学 2024-10-01 Ke Li , Xiaogang Xiong , Anjia Wang , Ying Qu , Yunjiang Lou

This paper evaluates the capabilities of a soft robotic pneumatic actuator derived from the terrain display haptic device, "The Smart Shoe." The bladder design of the Smart Shoe is upgraded to include a pressure supply and greater output…

机器人学 · 计算机科学 2022-07-13 Nathan Baum , Mark A. Minor

Fluid antenna (FA), as an emerging antenna technology, fully exploits spatial diversity. This paper integrates FA with the receive spatial modulation (RSM) scheme and proposes a novel FA-empowered RSM (FA-RSM) system. In this system, the…

信息论 · 计算机科学 2025-06-10 Xinghao Guo , Yin Xu , Dazhi He , Cixiao Zhang , Hanjiang Hong , Kai-Kit Wong , Chan-Byoung Chae , Wenjun Zhang , Yiyan Wu

Being able to reproduce physical phenomena ranging from light interaction to contact mechanics, simulators are becoming increasingly useful in more and more application domains where real-world interaction or labeled data are difficult to…

机器人学 · 计算机科学 2022-09-13 Eric Heiden , Ziang Liu , Vibhav Vineet , Erwin Coumans , Gaurav S. Sukhatme

Automating contact-rich manipulation of viscoelastic objects with rigid robots faces challenges including dynamic parameter mismatches, unstable contact oscillations, and spatiotemporal force-deformation coupling. In our prior work, a…

机器人学 · 计算机科学 2025-04-14 Hongjun Ma , Weichang Li , Jingwei Zhang , Shenlai He , Xiaoyan Deng

Tactile-aware robot learning faces critical challenges in data collection and representation due to data scarcity and sparsity, and the absence of force feedback in existing systems. To address these limitations, we introduce a tactile…

机器人学 · 计算机科学 2025-09-19 Yue Xu , Litao Wei , Pengyu An , Qingyu Zhang , Yong-Lu Li

Control of soft robotic manipulators remains a challenge for designs with advanced capabilities and novel actuation. Two significant limitations are multi-axis, three-dimensional motion of soft bodies alongside actuator dynamics and…

机器人学 · 计算机科学 2024-10-28 Zach J. Patterson , Andrew P. Sabelhaus , Carmel Majidi

This work focuses on closed-loop control based on proprioceptive feedback for a pneumatically-actuated soft wearable device aimed at future support of infant reaching tasks. The device comprises two soft pneumatic actuators (one…

机器人学 · 计算机科学 2022-06-17 Caio Mucchiani , Zhichao Liu , Ipsita Sahin , Jared Dube , Linh Vu , Elena Kokkoni , Konstantinos Karydis

Dynamic volumetric MRI provides valuable information on in vivo motion and biomechanics, with applications spanning cardiac, musculoskeletal, or pulmonary imaging, amongst others. Developing reconstruction methods for time-resolved…

Soft robotics technologies have gained growing interest in recent years, which allows various applications from manufacturing to human-robot interaction. Pneumatic artificial muscle (PAM), a typical soft actuator, has been widely applied to…

机器人学 · 计算机科学 2021-09-23 Hongbo Zhang , Yunshuang Li , Yipin Guo , Xinyi Chen , Qinyuan Ren

We present formulation and open-source tools to achieve in-material model predictive control of sensor/actuator systems using learned forward kinematics and on-device computation. Microcontroller units (MCUs) that compute the prediction and…

Soft robots have become increasingly popular for complex manipulation tasks requiring gentle and safe contact. However, their softness makes accurate control challenging, and high-fidelity sensing is a prerequisite to adequate control…

机器人学 · 计算机科学 2025-03-11 Jun Wang , Suyi Li

Functional electrical stimulation (FES) has been increasingly integrated with other rehabilitation devices, including robots. FES cycling is one of the common FES applications in rehabilitation, which is performed by stimulating leg muscles…

机器人学 · 计算机科学 2023-11-17 Nat Wannawas , A. Aldo Faisal

The intrinsic nonlinearities of soft robots present significant control but simultaneously provide them with rich computational potential. Reservoir computing (RC) has shown effectiveness in online learning systems for controlling nonlinear…

机器人学 · 计算机科学 2025-06-06 Junyi Shen , Tetsuro Miyazaki , Kenji Kawashima

Fiber-reinforced pneumatic twisted-and-coiled actuators (FR-PTCAs) offer high power density and compliance but their strong hysteresis and lack of intrinsic proprioception limit effective closed-loop control. This paper presents a…

机器人学 · 计算机科学 2026-03-20 Yunsong Zhang , Tianlin Li , Mingyang Yang , Feitian Zhang

The upper limb robotic exoskeleton is an electromechanical device which use to recover a patients motor dysfunction in the rehabilitation field. It can provide repetitive, comprehensive, focused, positive, and precise training to regain the…

机器人学 · 计算机科学 2024-09-01 Sanjukta Halder , Amit Kumar

Classical rigid-bodied robotic systems are presented with proven success in theoretical development and industrial applications, are recently challenged by the emergence of soft robotics due to a growing need in physical human-robot…

机器人学 · 计算机科学 2020-03-03 Yaohui Chen , Sing Le , Qiao Chu Tan , Oscar Lau , Fang Wan , Chaoyang Song

Perception in robot manipulation has been actively explored with the goal of advancing and integrating vision and touch for global and local feature extraction. However, it is difficult to perceive certain object internal states, and the…

机器人学 · 计算机科学 2023-08-04 Shihan Lu , Heather Culbertson