Surface electromyography and artificial intelligence for human activity recognition-A systematic review on methods, emerging trends applications, challenges, and …

GJ Rani, MF Hashmi, A Gupta - IEEE Access, 2023 - ieeexplore.ieee.org
Human activity recognition (HAR) has become increasingly popular in recent years due to its
potential to meet the growing needs of various industries. Electromyography (EMG) is …

Surgical Instrument Signaling Gesture Recognition Using Surface Electromyography Signals

MLB Freitas, JJA Mendes Jr, TS Dias, HV Siqueira… - Sensors, 2023 - mdpi.com
Surgical Instrument Signaling (SIS) is compounded by specific hand gestures used by the
communication between the surgeon and surgical instrumentator. With SIS, the surgeon …

[HTML][HTML] A novel machine learning algorithm for finger movement classification from surface electromyogram signals using welch power estimation

A Sultana, MTI Opu, F Ahmed, MS Alam - Healthcare Analytics, 2024 - Elsevier
Electromyogram (EMG) signal monitoring is an effective method for controlling the
movements of a prosthetic limb. The classification of the EMG pattern of various finger …

Descriptive Statistical Features-Based Improvement of Hand Gesture Identification

KA Abbas, MT Rashid - Biomedical Signal Processing and Control, 2024 - Elsevier
One of the most significant tools for Human–Computer Interaction (HCI) is body language,
namely gestures. Therefore, Gesture recognition using Mechanomyography (MMG) for …

Evaluación de la eficacia de PCA e ICA en la mejora del reconocimiento de movimientos musculares a partir de señales EMG crudas

JA Amézquita García, ME Bravo Zanoguera… - Revista de ciencias …, 2023 - scielo.org.mx
En la última década el desarrollo de modelos de clasificación a través de aprendizaje
automático para control de dispositivos protésicos multifuncionales ha ido en aumento. La …

Research on sEMG Pattern Recognition Algorithm and Implementation of a Gesture Recognition System

Y Tian, Z Zhang, Y Li - … , Measurement & Data Analytics in the …, 2023 - ieeexplore.ieee.org
Pattern recognition of surface electromyogram (surface EMG, sEMG) signals can obtain
human movement information. In recent years, this technology has been widely used in …

[PDF][PDF] Healthcare Analytics

A Sultana, F Ahmed, MS Alam - researchgate.net
The developments in engineering fields have extended the use of electromyography (EMG)
beyond traditional diagnostic applications to multifarious areas like movement analysis …