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Current control strategies for powered lower limb prostheses often lack awareness of the environment and the user's intended interactions with it. This limitation becomes particularly apparent in complex terrains. Obstacle negotiation, a…

机器人学 · 计算机科学 2025-07-03 Haosen Xing , Haoran Ma , Sijin Zhang , Hartmut Geyer

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

Although myoelectric prosthetic hands provide amputees with intuitive control, their reliance on many EMG sensors limits accessibility and makes them complex and expensive. To address this problem, this work presents a different perspective…

生物物理 · 物理学 2025-04-22 Mustafa Can Kadilar , Ersin Toptaş , Gazi Akgün

One of the most important research challenges in upper-limb prosthetics is enhancing the user-prosthesis communication to closely resemble the experience of a natural limb. As prosthetic devices become more complex, users often struggle to…

机器人学 · 计算机科学 2025-03-04 Giuseppe Stracquadanio , Federico Vasile , Elisa Maiettini , Nicolò Boccardo , Lorenzo Natale

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 performance of upper-limb prostheses is currently limited by the relatively poor functionality of unintuitive control schemes. This paper proposes to extract, from multichannel electromyographic signals (EMG), motor neuron spike trains…

信号处理 · 电气工程与系统科学 2019-10-22 Arash Andalib , Dario Farina , Ivan Vujaklija , Francesco Negro , Oskar C Aszmann , Rizwan Bashirullah , Jose C Principe

A sensor-fused wearable assistance prototype for upper-limb function (triceps brachii and extensor pollicis brevis) is presented. The device integrates surface electromyography (sEMG), an inertial measurement unit (IMU), and flex/force…

神经元与认知 · 定量生物学 2025-10-24 Aueaphum Aueawattthanaphisut , Thanyanee Srichaisak , Arissa Ieochai

Modern upper limb bioprostheses are typically controlled by sEMG signals using a pattern recognition scheme in the control process. Unfortunately, the sEMG signal is very susceptible to contamination that deteriorates the quality of the…

信号处理 · 电气工程与系统科学 2025-03-19 Pawel Trajdos , Marek Kurzynski

In the world of upper limb prostheses, few companies dominate the majority of the market. They propose different kinds of hand, wrist and elbow prostheses but their control is often difficult to understand by the patients. We have decided…

医学物理 · 物理学 2007-11-01 Guillaume Thomann , Vincent Artigue

Airwriting Recognition is the task of identifying letters written in free space with finger movement. Electromyography (EMG) is a technique used to record electrical activity during muscle contraction and relaxation as a result of movement…

人机交互 · 计算机科学 2022-11-01 Ayush Tripathi , Lalan Kumar , Prathosh A. P. , Suriya Prakash Muthukrishnan

Biological sensing and processing is asynchronous and sparse, leading to low-latency and energy-efficient perception and action. In robotics, neuromorphic hardware for event-based vision and spiking neural networks promises to exhibit…

Although there has been recent progress in control of multi-joint prosthetic legs for rhythmic tasks such as walking, control of these systems for non-rhythmic motions and general real-world maneuvers is still an open problem. In this…

机器人学 · 计算机科学 2019-08-06 Siavash Rezazadeh , David Quintero , Nikhil Divekar , Emma Reznick , Leslie Gray , Robert D. Gregg

Recent advancements in prosthetic technology have increasingly focused on enhancing dexterity and autonomy through intelligent control systems. Vision-based approaches offer promising results for enabling prosthetic hands to interact more…

机器人学 · 计算机科学 2025-12-09 Shifa Sulaiman , Akash Bachhar , Ming Shen , Simon Bøgh

EMG-based gesture recognition shows promise for human-machine interaction. Systems are often afflicted by signal and electrode variability which degrades performance over time. We present an end-to-end system combating this variability…

Functional upper-limb prosthetic training can improve users performance in controlling prostheses and has been incorporated into occupational therapy for individuals in need. In recent years, virtual reality (VR) and augmented reality (AR)…

人机交互 · 计算机科学 2022-05-06 Yinghe Sun

Many people suffer from the loss of a limb. Learning to get by without an arm or hand can be very challenging, and existing prostheses do not yet fulfil the needs of individuals with amputations. One promising solution is to provide greater…

人工智能 · 计算机科学 2014-08-11 Adam S. R. Parker , Ann L. Edwards , Patrick M. Pilarski

Movement control of artificial limbs has made big advances in recent years. New sensor and control technology enhanced the functionality and usefulness of artificial limbs to the point that complex movements, such as grasping, can be…

机器学习 · 计算机科学 2020-12-17 Ivan Sosin , Daniel Kudenko , Aleksei Shpilman

Electromyography (EMG) has been explored as an HCI input modality following a long history of success for prosthesis control. While EMG has the potential to address a range of hands-free interaction needs, it has yet to be widely accepted…

人机交互 · 计算机科学 2023-04-04 Ethan Eddy , Erik Scheme , Scott Bateman

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

Gesture recognition on wearable devices is extensively applied in human-computer interaction. Electromyography (EMG) has been used in many gesture recognition systems for its rapid perception of muscle signals. However, analyzing EMG…

信号处理 · 电气工程与系统科学 2024-03-14 Youfang Han , Wei Zhao , Xiangjin Chen , Xin Meng