Empirical Mode Decomposition Coupled with Fast Fourier Transform based Feature Extraction Method for Motor Imagery Tasks Classification

QR Code

Empirical Mode Decomposition Coupled with Fast Fourier Transform based Feature Extraction Method for Motor Imagery Tasks Classification

Brain-Computer Interfaces (BCI) offers a robust solution to the people with disabilities and allows for creative connectivity between the user's intention and supporting tools. Different signals from the human brain, including the motor imagery, steady-state visual evoked potential, error-r...

Full description

Bibliographic Details
Main Authors:	Islam, Md Nahidul, Norizam, Sulaiman, Rashid, Mamunur, Bari, Bifta Sama, Mahfuzah, Mustafa, Mohd Shawal, Jadin
Format:	Conference or Workshop Item
Language:	English
Published:	IEEE Malaysia Section Control Systems Chapter (CSS) 2020
Subjects:	TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://umpir.ump.edu.my/id/eprint/30628/ http://umpir.ump.edu.my/id/eprint/30628/7/Empirical%20Mode%20Decomposition%20Coupled%20with%20Fast1.pdf

Similar Items

Electrocorticography based motor imagery movements classification using long short-term memory (LSTM) based on deep learning approach
by: Rashid, Mamunur, et al.
Published: (2020)

Auditory Evoked Potentials (AEPs) Response Classification: A Fast Fourier Transform (FFT) and Support Vector Machine (SVM) Approach
by: Islam, Md Nahidul, et al.
Published: (2022)

Hearing disorder detection using auditory evoked potential (AEP) signals
by: Islam, Md Nahidul, et al.
Published: (2020)

A hybrid scheme for AEP based hearing deficiency diagnosis: CWT and convoluted k-nearest neighbour (CKNN) pipeline
by: Islam, Md Nahidul, et al.
Published: (2022)

Auditory Evoked Potential (AEP) Based Brain-Computer Interface (BCI) Technology: A Short Review
by: Islam, Md Nahidul, et al.
Published: (2021)

Five-Class SSVEP Response Detection using Common Spatial Pattern (CSP)-SVM Approach
by: Rashid, Mamunur, et al.
Published: (2020)

The classification of motor imagery response: an accuracy enhancement through the ensemble of random subspace k-NN
by: Rashid, Mamunur, et al.
Published: (2021)

The classification of EEG signal processing using different machine learning techniques for BCI application
by: Rashid, Mamunur, et al.
Published: (2019)

Motor imagery task classification using transformation based features
by: Khorshidtalab, Aida, et al.
Published: (2017)

Analysis of EEG features for brain computer interface application
by: Rashid, Mamunur, et al.
Published: (2019)

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)

An intelligent system for hearing disorder detection using auditory evoked potential (AEP) signals
by: Islam, Md Nahidul, et al.
Published: (2021)

A hybrid environment control system combining EMG and SSVEP signal based on brain-computer interface technology
by: Rashid, Mamunur, et al.
Published: (2021)

A transform-based feature extraction approach for motor imagery tasks classification
by: Baali, Hamza, et al.
Published: (2015)

Recent Trends and Open Challenges in EEG based Brain-Computer Interface Systems
by: Rashid, Mamunur, et al.
Published: (2019)

Wink based facial expression classification using machine learning approach
by: Rashid, Mamunur, et al.
Published: (2020)

Development of EEG-based system to identify student learning attention ability
by: Norizam, Sulaiman, et al.
Published: (2022)

Rice disease identiﬁcation through leaf image and iot based smart rice fieldmonitoring system
by: Islam, Md Nahidul, et al.
Published: (2022)

Rice disease identification through leaf image and IoT based smart rice field monitoring system
by: Islam, Md Nahidul, et al.
Published: (2022)

The Classiﬁcation of Electrooculogram (EOG) through the application of Linear Discriminant Analysis (LDA) of selected time-domain signals
by: Farhan Anis, Azhar, et al.
Published: (2022)

The classification of Electrooculogram (EOG) through the application of Linear Discriminant Analysis (LDA) of selected time-domain signals
by: Farhan Anis, Azhar, et al.
Published: (2022)

EEG mechanism interaction to evaluate vehicle’s driver microsleep
by: Hazim, Yusof, et al.
Published: (2022)

Offline EEG-based DC Motor Control for Wheelchair Application
by: Norizam, Sulaiman, et al.
Published: (2019)

An evaluation of different fast fourier transform - transfer learning pipelines for the classification of wink-based EEG signals
by: Jothi Letchumy, Mahendra Kumar, et al.
Published: (2020)

Investigation of electroencephalogram (EEG) sensor position for brain-controlled home automation
by: Norizam, Sulaiman, et al.
Published: (2022)

New hybrid deep learning approach using bigru-bilstm and multilayered dilated cnn to detect arrhythmia
by: Islam, Md Shofiqul, et al.
Published: (2022)

Fourier coefficients of Eisenstein series formed with modular symbols and their spectral decomposition
by: Bruggeman, Roelof, et al.
Published: (2016)

Pricing extendible options using the fast Fourier transform
by: Ibrahim, Siti Nur Iqmal, et al.
Published: (2014)

Channel selection for common spatial pattern Based on energy calculation of motor imagery EEG signal
by: Hilman, Fauzi, et al.
Published: (2017)

Investigating the Possibility of Brain Actuated Mobile Robot through Single Channel EEG Headset
by: Rashid, Mamunur, et al.
Published: (2019)

Analysis of mental imagery based cognitive tasks for brain computer interface
by: Tang, Chee Hoe
Published: (2019)

Fast-Fourier-based error propagation for the gravimetric terrain correction
by: McCubbine, Jack, et al.
Published: (2017)

Fabric authenticity method using fast Fourier transformation detection
by: Norislina, Ismail, et al.
Published: (2011)

Prediction of Chromatographic Separation of Eugenol by the Fast Fourier Transform Method
by: Wan Daud, Wan Ramli, et al.
Published: (2000)

Pipelined fast Fourier transform (FFT) processor power optimization
by: Mohd Hassan, Siti Lailatul, et al.
Published: (2019)

Kesan Latihan Imageri Terhadap Prestasi Kemahiran Motor Diskrit
by: Abd. Ghani, Norzah
Published: (1997)

Analysis of EEG Features to Control Multiple Devices
by: Rashid, Mamunur, et al.
Published: (2018)

On the equiconvergence of the spectral decomposition of the distributions connected with elliptic differential operators on the torus with Fourier integral
by: Akhmedov, Abdulkasim, et al.
Published: (2021)

A comprehensive review of crop yield prediction using machine learning approaches with special emphasis on palm oil yield prediction
by: Rashid, Mamunur, et al.
Published: (2021)

Image quality assessment of fast fourier transform domain watermarked images
by: Olanrewaju, Rashidah Funke, et al.
Published: (2009)