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相关论文: Long-Term Upper-Limb Prosthesis Myocontrol via Hig…

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Surface electromyography (sEMG) is a non-invasive method of measuring neuromuscular potentials generated when the brain instructs the body to perform both fine and coarse locomotion. This technique has seen extensive investigation over the…

人机交互 · 计算机科学 2021-04-06 Mingde Zheng , Michael S. Crouch , Michael S. Eggleston

This work has been conducted in the context of pattern-recognition-based control for electromyographic prostheses. It presents a k-nearest neighbour (kNN) classification technique for gesture recognition, extended by a proportionality…

信号处理 · 电气工程与系统科学 2021-09-21 Tim Sziburis , Markus Nowak , Davide Brunelli

The sophisticated sense of touch of the human hand significantly contributes to our ability to safely, efficiently, and dexterously manipulate arbitrary objects in our environment. Robotic and prosthetic devices lack refined, tactile…

机器人学 · 计算机科学 2021-08-02 Xiaying Wang , Fabian Geiger , Vlad Niculescu , Michele Magno , Luca Benini

Surface electromyography (sEMG) signals show promise for effective human-machine interfaces, particularly in rehabilitation and prosthetics. However, challenges remain in developing systems that respond quickly to user intent, produce…

机器人学 · 计算机科学 2025-11-25 Runsheng Wang , Xinyue Zhu , Ava Chen , Jingxi Xu , Lauren Winterbottom , Dawn M. Nilsen , Joel Stein , Matei Ciocarlie

Surface Electromyography (sEMG) provides vital insights into muscle function, but it can be noisy and challenging to acquire. Inertial Measurement Units (IMUs) provide a robust and wearable alternative to motion capture systems. This paper…

机器学习 · 计算机科学 2025-11-24 Shubhranil Basak , Mada Hemanth , Madhav Rao

Semi-autonomous prosthesis controllers based on computer vision improve performance while reducing cognitive effort. However, controllers relying on full-depth data face challenges in being deployed as embedded prosthesis controllers due to…

计算机视觉与模式识别 · 计算机科学 2025-07-28 Miguel Nobre Castro , Strahinja Dosen

Building robotic prostheses requires a sensor-based interface designed to provide the robotic hand with the control required to perform hand gestures. Traditional Electromyography (EMG) based prosthetics and emerging alternatives often face…

机器人学 · 计算机科学 2025-07-15 Dean Zadok , Oren Salzman , Alon Wolf , Alex M. Bronstein

Synergies have been adopted in prosthetic limb applications to reduce complexity of design, but typically involve a single synergy setting for a population and ignore individual preference or adaptation capacity. However, personalization of…

机器人学 · 计算机科学 2020-02-20 Ricardo Garcia-Rosas , Ying Tan , Denny Oetomo , Chris Manzie , Peter Choong

Surface electromyogram (sEMG) is arguably the most sought-after physiological signal with a broad spectrum of biomedical applications, especially in miniaturized rehabilitation robots such as multifunctional prostheses. The widespread use…

机器人学 · 计算机科学 2022-11-15 Oluwarotimi Williams Samuel , Mojisola Grace Asogbon , Rami Khushaba , Frank Kulwa , Guanglin Li

The grip force required to handle an object depends on the object's mass and the friction coefficient of its surface. The control of grip force in myoelectric prosthesis is crucial for handling objects adequately. In the current paper we…

信号处理 · 电气工程与系统科学 2021-08-20 Bruno Dutra , Antonio Silveira , Antônio Pereira

High-Density surface Electromyography (HDsEMG) has emerged as a pivotal resource for Human-Computer Interaction (HCI), offering direct insights into muscle activities and motion intentions. However, a significant challenge in practical…

信号处理 · 电气工程与系统科学 2026-02-25 Mehran Shabanpour , Kasra Rad , Sadaf Khademi , Arash Mohammadi

Surface electromyography (sEMG)-based gesture recognition plays a critical role in human-machine interaction (HMI), particularly for rehabilitation and prosthetic control. However, sEMG-based systems often suffer from the scarcity of…

计算机视觉与模式识别 · 计算机科学 2026-03-06 Chen Liu , Can Han , Weishi Xu , Yaqi Wang , Dahong Qian

Existing robotic lower-limb prostheses use autonomous control to address cyclic, locomotive tasks, but they are inadequate to operate the prosthesis for daily activities that are non-cyclic and unpredictable. To address this challenge, this…

机器人学 · 计算机科学 2022-02-21 Chinmay Shah , Aaron Fleming , Varun Nalam , He , Huang

Myoelectric control is an area of electromyography of increasing interest nowadays, particularly in applications such as Hand Gesture Recognition (HGR) for bionic prostheses. Today's focus is on pattern recognition using Machine Learning…

信号处理 · 电气工程与系统科学 2023-10-09 Joseph Cherre Córdova , Christian Flores , Javier Andreu-Perez

Tactile sensing is a crucial perception mode for robots and human amputees in need of controlling a prosthetic device. Today robotic and prosthetic systems are still missing the important feature of accurate tactile sensing. This lack is…

机器人学 · 计算机科学 2022-03-30 Xiaying Wang , Fabian Geiger , Vlad Niculescu , Michele Magno , Luca Benini

Regulating contact forces with high precision is crucial for grasping and manipulating fragile or deformable objects. We aim to utilize the dexterity of human hands to regulate the contact forces for robotic hands and exploit human…

机器人学 · 计算机科学 2021-02-12 Ruoshi Wen , Kai Yuan , Qiang Wang , Shuai Heng , Zhibin Li

This study investigates the impact of electrode shift and sensor reapplication on common surface electromyography (sEMG) features in lower limb muscles, factors which have, thus far, precluded clinicians from being able to attribute…

信号处理 · 电气工程与系统科学 2025-09-19 Fraser Douglas , Mona Pei , Calvin Kuo

Objective: The objective of the study is to efficiently increase the expressivity of surface electromyography-based (sEMG) gesture recognition systems. Approach: We use a problem transformation approach, in which actions were subset into…

High-density electromyography (HD-EMG) has emerged as a powerful modality for decoding fine-grained neuromuscular activity, enabling real-time neural-machine interfaces (NMIs) for applications such as prosthetic control, rehabilitation, and…

机器学习 · 计算机科学 2026-05-29 Peter Chudinov , Zhenyu Lin , Jay Motamarry , Srihita Panati , Xiaorong Zhang , Zhuwei Qin

A number of studies have proposed to use domain adaptation to reduce the training efforts needed to control an upper-limb prosthesis exploiting pre-trained models from prior subjects. These studies generally reported impressive reductions…

机器学习 · 计算机科学 2017-02-28 Valentina Gregori , Arjan Gijsberts , Barbara Caputo