Fatigue State Detection Through Multiple Machine Learning Classifiers Using EEG Signal

Fatigue State Detection Through Multiple Machine Learning Classifiers Using EEG Signal

Fatigued drivers can often cause long-distance accidents worldwide. Fatigue states are the primary cause of highway accidents. This study is conducted to provide a comprehensive and reliable fatigue state detection system to avoid accidents and make a good decision. Three machine learning algorithms...

Cur síos iomlán

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Hasan, Md Mahmudul, Hossain, Mirza Mahfuj, Norizam, Sulaiman
Formáid:	Alt
Teanga:	English
Foilsithe / Cruthaithe:	Arqii Publication 2023
Ábhair:	TK Electrical engineering. Electronics Nuclear engineering
Rochtain ar líne:	http://umpir.ump.edu.my/id/eprint/40473/1/AMS-480_Published_3_December_2023.pdf

Míreanna comhchosúla

Ensemble-based machine learning models for vehicle drivers’ fatigue state detection utilizing EEG signals
de réir: Hasan, Md Mahmudul, et al.
Foilsithe / Cruthaithe: (2024)

Automatic microsleep detection based on KNN classifier utilizing selected and effective EEG channels
de réir: Hasan, Md Mahmudul, et al.
Foilsithe / Cruthaithe: (2024)

Microsleep Predicting Comparison Between LSTM and ANN Based on the Analysis of Time Series EEG Signal
de réir: Hasan, Md Mahmudul, et al.
Foilsithe / Cruthaithe: (2024)

Addressing imbalanced EEG data for improved microsleep detection: An ADASYN, FFT and LDA-based approach
de réir: Hasan, Md Mahmudul, et al.
Foilsithe / Cruthaithe: (2024)

Brain MRI image classification for tumor detection using integrated hybrid convolutional k-nearest neighbor model
de réir: Hossain, Mirza Mahfuj, et al.
Foilsithe / Cruthaithe: (2024)

A study of engineering student IQ and EQ based on analyzing of electroencephalogram (EEG) signals
de réir: Afiqah, Norsepri, et al.
Foilsithe / Cruthaithe: (2023)

Random subspace K-NN based ensemble classifier for driver fatigue detection utilizing selected EEG channels
de réir: Rashid, Mamunur, et al.
Foilsithe / Cruthaithe: (2021)

Determination and classification of human stress index using non-parametric analysis of EEG signals
de réir: Norizam, Sulaiman
Foilsithe / Cruthaithe: (2015)

The classification of EEG signal processing using different machine learning techniques for BCI application
de réir: Rashid, Mamunur, et al.
Foilsithe / Cruthaithe: (2019)

Analysis of EEG Features to Control Multiple Devices
de réir: Rashid, Mamunur, et al.
Foilsithe / Cruthaithe: (2018)

Investigation of Time-Domain and Frequency-Domain Based Features to Classify the EEG Auditory Evoked Potentials (AEPs) Responses
de réir: Islam, Md Nahidul, et al.
Foilsithe / Cruthaithe: (2022)

Classification of EEG Signal for Body Earthing Application
de réir: Noor Aisyah , Ab Rahman, et al.
Foilsithe / Cruthaithe: (2017)

The Classification of Wink-Based EEG Signals: The identification on efficiency of transfer learning models by means of kNN classifier
de réir: Jothi Letchumy, Mahendra Kumar, et al.
Foilsithe / Cruthaithe: (2021)

Interpretation of Human Thought using EEG Signals and LabVIEW
de réir: Norizam, Sulaiman, et al.
Foilsithe / Cruthaithe: (2014)

Offline LabVIEW-based EEG Signals Analysis for Human Stress Monitoring
de réir: Norizam, Sulaiman, et al.
Foilsithe / Cruthaithe: (2019)

A robust framework for driver fatigue detection from EEG signals using enhancement of modified Z-score and multiple machine learning architectures
de réir: Rafiuddin, Abdubrani, et al.
Foilsithe / Cruthaithe: (2023)

Classification of EEG Spectrogram Using ANN for IQ Application
de réir: Mahfuzah, Mustafa, et al.
Foilsithe / Cruthaithe: (2013)

Novel Methods for Stress Features Identification using EEG Signals
de réir: Norizam, Sulaiman, et al.
Foilsithe / Cruthaithe: (2011)

Human Mental Stage Interpretation Based on the Analysis of Electroencephalogram (EEG) Signals
de réir: Norizam, Sulaiman, et al.
Foilsithe / Cruthaithe: (2024)

Feature Selection and Classifier Parameters Estimation for EEG Signals Peak Detection Using Particle Swarm Optimization
de réir: Mohd Zaidi, Mohd Tumari, et al.
Foilsithe / Cruthaithe: (2014)

Offline LabVIEW-Based EEG Signals Analysis to Detect Vehicle Driver Microsleep
de réir: Norizam, Sulaiman, et al.
Foilsithe / Cruthaithe: (2020)

The Classification of Wink-Based EEG Signals: The Identification of Significant Time-Domain Features
de réir: Jothi Letchumy, Mahendra Kumar, et al.
Foilsithe / Cruthaithe: (2021)

Development of smart security system for building or laboratory entrance based on human’s brain (EEG) and voice signals
de réir: Norizam, Sulaiman, et al.
Foilsithe / Cruthaithe: (2018)

Addressing Imbalanced EEG Data for Improved Microsleep Detection: An ADASYN, FFT and LDA-Based Approach
de réir: Md Mahmudul Hasan, et al.
Foilsithe / Cruthaithe: (2024-09-01)

EEG Spectrogram Classification Employing ANN for IQ Application
de réir: Mahfuzah, Mustafa, et al.
Foilsithe / Cruthaithe: (2013)

Recent Trends and Open Challenges in EEG based Brain-Computer Interface Systems
de réir: Rashid, Mamunur, et al.
Foilsithe / Cruthaithe: (2019)

Investigating the Possibility of Brain Actuated Mobile Robot through Single Channel EEG Headset
de réir: Rashid, Mamunur, et al.
Foilsithe / Cruthaithe: (2019)

Enhancement of morlet mother wavelet in time–frequency domain in electroencephalogram (EEG) signals for driver fatigue classification
de réir: Rafiuddin, Abdubrani, et al.
Foilsithe / Cruthaithe: (2023)

The Classification of Hallucination: The Identification of Significant Time-Domain EEG Signals
de réir: Chin, Hau Lim, et al.
Foilsithe / Cruthaithe: (2022)

Diagnosis of hearing deficiency using EEG based AEP signals: CWT and improved-VGG16 pipeline
de réir: Islam, Md Nahidul, et al.
Foilsithe / Cruthaithe: (2021)

Analysis of EEG features for brain computer interface application
de réir: Rashid, Mamunur, et al.
Foilsithe / Cruthaithe: (2019)

Dual-layer ranking feature selection method based on statistical formula for driver fatigue detection of EMG signals
de réir: Faradila, Naim, et al.
Foilsithe / Cruthaithe: (2022)

Classification of EEG spectrogram image with ANN approach for brainwave balancing application
de réir: Mahfuzah, Mustafa, et al.
Foilsithe / Cruthaithe: (2011)

Dingle's Model-based EEG Peak Detection using a Rule-based Classifier
de réir: Asrul, Adam, et al.
Foilsithe / Cruthaithe: (2015)

Using finite state machine and a hybrid of EEG signal and EOG artifacts for an asynchronous wheelchair navigation
de réir: Ramli, R., et al.
Foilsithe / Cruthaithe: (2015)

The classification of EEG-based winking signals: a transfer learning and random forest pipeline
de réir: Jothi Letchumy, Mahendra Kumar, et al.
Foilsithe / Cruthaithe: (2021)

Offline EEG-based DC Motor Control for Wheelchair Application
de réir: Norizam, Sulaiman, et al.
Foilsithe / Cruthaithe: (2019)

Learners' Learning Style classification related to IQ and Stress based on EEG
de réir: Nazre, Abdul Rashid, et al.
Foilsithe / Cruthaithe: (2011)

Energy spectral density analysis of muscle fatigue
de réir: Noor Aisyah, Ab Rahman, et al.
Foilsithe / Cruthaithe: (2018)

The classification of EEG-based wink signals: A CWT-Transfer Learning pipeline
de réir: Jothi Letchumy, Mahendra Kumar, et al.
Foilsithe / Cruthaithe: (2021)