Surface electromyography hand motion classification using time domain features and artificial neural network for real time application
This paper presents the efficiency of time domain features and Artificial Neural Network (ANN) classifier for real time Surface Electromyography (SEMG) hand motion classification application in terms of real time delay and classification accuracy. For hand motion to be differentiated, SEMG data goes...
| Main Authors: | Ahmad Nadzri, Ahmad Akmal, Mohd Zaini, Mohd Hanif, Ahmad, Siti Anom, Marhaban, Mohammad Hamiruce, Jaafar, Haslina, Md. Ali, Sawal Hamid |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
American Scientific Publishers
2014
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/35538/ http://psasir.upm.edu.my/id/eprint/35538/1/Surface%20electromyography%20hand%20motion%20classification%20using%20time%20domain%20features%20and%20artificial%20neural%20network%20for%20real%20time%20application.pdf |
Similar Items
Characterization of surface electromyography using time domain features for determining hand motion and stages of contraction
by: Ahmad Nadzri, Ahmad Akmal, et al.
Published: (2014)
by: Ahmad Nadzri, Ahmad Akmal, et al.
Published: (2014)
Surface electromyography classification of hand motions using time domain features for real time application
by: Ahmad Nadzri, Ahmad Akmal
Published: (2016)
by: Ahmad Nadzri, Ahmad Akmal
Published: (2016)
Effect of surface electromyography electrode position during wrist extension and flexion based on time and frequency domain analyses
by: Ghapanchizadeh, Hossein, et al.
Published: (2016)
by: Ghapanchizadeh, Hossein, et al.
Published: (2016)
The identification of significant mechanomyography time-domain features for the classification of knee motion
by: Said Mohamed, Tarek Mohamed Mahmoud, et al.
Published: (2021)
by: Said Mohamed, Tarek Mohamed Mahmoud, et al.
Published: (2021)
The utility of wavelet transform in surface electromyography feature extraction - a comparative study of different mother wavelets
by: Mahdavi, Farzaneh Akhavan, et al.
Published: (2013)
by: Mahdavi, Farzaneh Akhavan, et al.
Published: (2013)
Real-time control for robotic hand application based on pressure sensor measurement
by: Almassri, Ahmed M., et al.
Published: (2014)
by: Almassri, Ahmed M., et al.
Published: (2014)
A review on surface electromyography-controlled hand robotic devices used for rehabilitation and assistance in activities of daily living
by: Hameed, Husamuldeen Khalid, et al.
Published: (2019)
by: Hameed, Husamuldeen Khalid, et al.
Published: (2019)
UPM prosthetic hand system design - preliminary results
by: Mohd Zaini, Mohd Hanif, et al.
Published: (2011)
by: Mohd Zaini, Mohd Hanif, et al.
Published: (2011)
Hand and elbow gesture recognition based on electromyography signal
by: Abdulhafidh Al-Dubai, Ala Abobakr
Published: (2019)
by: Abdulhafidh Al-Dubai, Ala Abobakr
Published: (2019)
Electromyography signal processing based on time and time-frequency representations for prosthesis application
by: Mahdavi, Farzaneh Akhavan
Published: (2014)
by: Mahdavi, Farzaneh Akhavan
Published: (2014)
Real-time hand detection by depth images: a survey
by: Karbasi, Mostafa, et al.
Published: (2016)
by: Karbasi, Mostafa, et al.
Published: (2016)
Skin blood flow response signal using time and frequency domain features for pressure ulcer evaluation
by: Ramli, Saliza, et al.
Published: (2019)
by: Ramli, Saliza, et al.
Published: (2019)
The classification of blinking: an evaluation of significant time-domain features
by: Kai, Gavin Lim Jiann, et al.
Published: (2022)
by: Kai, Gavin Lim Jiann, et al.
Published: (2022)
Review of electromyography control systems based on pattern recognition for prosthesis control application
by: Ahmad, Siti Anom, et al.
Published: (2011)
by: Ahmad, Siti Anom, et al.
Published: (2011)
The classification of heart murmurs: The identification of significant time domain features
by: Cheng, Wai Kit, et al.
Published: (2020)
by: Cheng, Wai Kit, et al.
Published: (2020)
Development of a machine vision system for real-time monitoring and control of batch flotation process
by: Jahedsaravani, Ali, et al.
Published: (2017)
by: Jahedsaravani, Ali, et al.
Published: (2017)
Real-time hand gesture recognition system to interpret sign language
by: Chong, Siow Yen
Published: (2023)
by: Chong, Siow Yen
Published: (2023)
Real-time tracking using edge and color feature
by: A. Aziz, Nor Nadirah, et al.
Published: (2014)
by: A. Aziz, Nor Nadirah, et al.
Published: (2014)
Real-time human motion analysis and grasping force using the OptiTrack system and Flexi-force sensor
by: Saidon, Nur Farah Elya, et al.
Published: (2017)
by: Saidon, Nur Farah Elya, et al.
Published: (2017)
An FPGA based embedded vision system for real-time motion detection
by: AlDahoul, Nouar, et al.
Published: (2015)
by: AlDahoul, Nouar, et al.
Published: (2015)
Wearable Biosignal Monitoring Nodes for Real-time Electrocardiogram and Motion Measurement
by: Wong, Kiing-Ing, et al.
Published: (2008)
by: Wong, Kiing-Ing, et al.
Published: (2008)
Surface electromyography control system based on wavelet transform: a review
by: Mahdavi, Farzaneh Akhavan, et al.
Published: (2012)
by: Mahdavi, Farzaneh Akhavan, et al.
Published: (2012)
The study of time domain features of EMG signals for detecting driver’s drowsiness
by: Faradila, Naim, et al.
Published: (2022)
by: Faradila, Naim, et al.
Published: (2022)
The relationship between trunk angle and electromyography (EMG) signals in biceps branchii and erector spinae muscles during core-lifting task
by: Shair, Ezreen Farina, et al.
Published: (2017)
by: Shair, Ezreen Farina, et al.
Published: (2017)
Implementation of electromyography detecting system for exoskeleton robot applications
by: Saeed, Maged S., et al.
Published: (2014)
by: Saeed, Maged S., et al.
Published: (2014)
Walking gait event detection based on electromyography signals using artificial neural network
by: Nazmi, Nurhazimah, et al.
Published: (2019)
by: Nazmi, Nurhazimah, et al.
Published: (2019)
Real-time Rotation Invariant Hand Tracking Using 3D Data
by: Rosdiyana, Samad, et al.
Published: (2014)
by: Rosdiyana, Samad, et al.
Published: (2014)
Surgical and non-surgical prosthetic hands control: a review
by: Mohd Zaini, Mohd Hanif, et al.
Published: (2011)
by: Mohd Zaini, Mohd Hanif, et al.
Published: (2011)
Evaluation of time-domain features for motor imagery movements using FCM and SVM
by: Khorshidtalab, Aida, et al.
Published: (2012)
by: Khorshidtalab, Aida, et al.
Published: (2012)
Evaluating the effectiveness of time-domain features for motor imagery movements using SVM
by: Khorshidtalab, Aida, et al.
Published: (2012)
by: Khorshidtalab, Aida, et al.
Published: (2012)
The Classification of Wink-Based EEG Signals: The Identification of Significant Time-Domain Features
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2021)
Time and Frequency Domain Features of EMG Signal during Islamic Prayer (Salat)
by: Rabbi, M. F., et al.
Published: (2017)
by: Rabbi, M. F., et al.
Published: (2017)
Prediction of elbow joint motion of stroke patients by analyzing biceps and triceps electromyography signals
by: Qassim, Hassan M., et al.
Published: (2023)
by: Qassim, Hassan M., et al.
Published: (2023)
Investigation of time-domain and frequency-domain based features to classify the EEG auditory evoked potentials (AEPs) responses
by: Islam, Md Nahidul, et al.
Published: (2022)
by: Islam, Md Nahidul, et al.
Published: (2022)
Review on real-time control schemes for wheeled mobile robot
by: M. Sawal, A. R., et al.
Published: (2018)
by: M. Sawal, A. R., et al.
Published: (2018)
Performance evaluation of feature detection and feature matching for stereo visual odometry using SIFT and SURF
by: Mohd Suaib, Norhayati, et al.
Published: (2014)
by: Mohd Suaib, Norhayati, et al.
Published: (2014)
Development of wearable real time monitoring system for hand tremor through wireless communication
by: Teoh, Xin Ni, et al.
Published: (2021)
by: Teoh, Xin Ni, et al.
Published: (2021)
Real time self-calibration algorithm of pressure sensor for robotic hand glove system
by: Almassri, Ahmed M. M.
Published: (2019)
by: Almassri, Ahmed M. M.
Published: (2019)
Future direction of the electromyography based method to evaluate muscle fatigue
by: Jamaluddin, Nurul Fauzani, et al.
Published: (2014)
by: Jamaluddin, Nurul Fauzani, et al.
Published: (2014)
Gripping motion of artificial hand using EMG signal
by: Mat Rosly, Muhammad Hadi, et al.
Published: (2016)
by: Mat Rosly, Muhammad Hadi, et al.
Published: (2016)
Similar Items
-
Characterization of surface electromyography using time domain features for determining hand motion and stages of contraction
by: Ahmad Nadzri, Ahmad Akmal, et al.
Published: (2014) -
Surface electromyography classification of hand motions using time domain features for real time application
by: Ahmad Nadzri, Ahmad Akmal
Published: (2016) -
Effect of surface electromyography electrode position during wrist extension and flexion based on time and frequency domain analyses
by: Ghapanchizadeh, Hossein, et al.
Published: (2016) -
The identification of significant mechanomyography time-domain features for the classification of knee motion
by: Said Mohamed, Tarek Mohamed Mahmoud, et al.
Published: (2021) -
The utility of wavelet transform in surface electromyography feature extraction - a comparative study of different mother wavelets
by: Mahdavi, Farzaneh Akhavan, et al.
Published: (2013)