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EEG-based mental workload estimation using deep BLSTM-LSTM network and evolutionary algorithm

https://doi.org/10.1016/j.bspc.2020.101989

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What this work says

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Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation

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Mental Work Load Assessment Using Brain Connectivity Based Features of Simultaneous EEG and fNIRS

inferred← citeshttps://doi.org/10.1109/icbme68496.2025.11392516openalex-snapshot

Mental Workload Classification Using Bidirectional LSTM Networks with Multi-Feature Fusion

inferred← citeshttps://doi.org/10.1109/iccicc53683.2021.9811325openalex-snapshot

EEG-based Mental Workload Assessment using a Graph Attention Network

inferred← citeshttps://doi.org/10.1109/icdh52753.2021.00022openalex-snapshot

Exploring Relationships between Cerebral and Peripheral Biosignals with Neural Networks

inferred← citeshttps://doi.org/10.1109/iceca58529.2023.10395623openalex-snapshot

Electroencephalography (EEG) Based Prediction of Learning and Responsiveness Among Students

inferred← citeshttps://doi.org/10.1109/icftic59930.2023.10456266openalex-snapshot

Investigating Changes in Delta Power Spectral Density of EEG in Participants Performing Different Tasks

inferred← citeshttps://doi.org/10.1109/ichms59971.2024.10555620openalex-snapshot

How do the levels of automation in flight operations affect pilots’ cognitive workload, reaction time, and EEG brain waves in cruising flights?

inferred← citeshttps://doi.org/10.1109/icnwc68145.2026.11518156openalex-snapshot

Multi-Level EEG Signal Analysis for Mental Workload Classification using Hybrid CNN-Transformer-BiLSTM Model

inferred← citeshttps://doi.org/10.1109/icpr48806.2021.9412869openalex-snapshot

EEG-Based Cognitive State Assessment Using Deep Ensemble Model and Filter Bank Common Spatial Pattern

inferred← citeshttps://doi.org/10.1109/icpr56361.2022.9955632openalex-snapshot

Multimodal Deep Sparse Subspace Clustering for Multiple Stimuli-based Cognitive task

inferred← citeshttps://doi.org/10.1109/icsct53883.2021.9642567openalex-snapshot

Predicting the Correctness of Mental Arithmetic Task From EEG Using Deep Learning

inferred← citeshttps://doi.org/10.1109/ictacs62700.2024.10840874openalex-snapshot

EEG-Based Mental Workload Estimation Using Bidirectional LSTM

inferred← citeshttps://doi.org/10.1109/icts52701.2021.9608000openalex-snapshot

Binary Chaotic Jaya Optimization for Cognitive State Assessment

inferred← citeshttps://doi.org/10.1109/jbhi.2023.3281793openalex-snapshot

EEG-Based Mental Workload Classification Method Based on Hybrid Deep Learning Model Under IoT

inferred← citeshttps://doi.org/10.1109/jbhi.2024.3513038openalex-snapshot

AdaptEEG: A Deep Subdomain Adaptation Network With Class Confusion Loss for Cross-Subject Mental Workload Classification

inferred← citeshttps://doi.org/10.1109/jiot.2025.3585116openalex-snapshot

EEG-Driven Classification of Driver Mental Workload in Diverse Environments: A Dual-Branch Network for Efficient In-Vehicle Applications

inferred← citeshttps://doi.org/10.1109/melecon56669.2024.10608767openalex-snapshot

Dual-Radar Integration for Vital Signs Acquisition under Heavy Body Movement using Machine Learning

inferred← citeshttps://doi.org/10.1109/msp.2025.3611565openalex-snapshot

The Marriage of Neurotechnologies and Artificial Intelligence: Ethical, regulatory, and technological aspects

inferred← citeshttps://doi.org/10.1109/qpain66474.2025.11171964openalex-snapshot

EEG-Based Workload Estimation and Classification Using Discrete Wavelet Transform and Statistical Features

inferred← citeshttps://doi.org/10.1109/tcds.2021.3090217openalex-snapshot

Cognitive Workload Recognition Using EEG Signals and Machine Learning: A Review

inferred← citeshttps://doi.org/10.1109/tcds.2021.3116079openalex-snapshot

EEG-Based Cognitive State Classification and Analysis of Brain Dynamics Using Deep Ensemble Model and Graphical Brain Network

inferred← citeshttps://doi.org/10.1109/tcds.2022.3163020openalex-snapshot

Cognitive Workload Estimation Using Variational Autoencoder and Attention-Based Deep Model

inferred← citeshttps://doi.org/10.1109/tcds.2024.3460750openalex-snapshot

Mental Workload Assessment Using Deep Learning Models From EEG Signals: A Systematic Review

inferred← citeshttps://doi.org/10.1109/tce.2025.3618009openalex-snapshot

Deep Fusion of VGG19 and ConvMixer With Superlet Transform for Cognitive Load Detection

inferred← citeshttps://doi.org/10.1109/tim.2023.3265114openalex-snapshot

Topological EEG-Based Functional Connectivity Analysis for Mental Workload State Recognition

inferred← citeshttps://doi.org/10.1109/tim.2024.3369143openalex-snapshot

ARFN: An Attention-Based Recurrent Fuzzy Network for EEG Mental Workload Assessment

inferred← citeshttps://doi.org/10.1109/tim.2024.3373070openalex-snapshot

Generic Mental Workload Measurement Using a Shared Spatial Map Network With Different EEG Channel Layouts

inferred← citeshttps://doi.org/10.1109/tim.2024.3470966openalex-snapshot

EEG-Based Mental Workload Assessment in a Simulated Flight Task Using Single-Channel Brain Rhythm Sequence

inferred← citeshttps://doi.org/10.1109/tits.2025.3567987openalex-snapshot

Keeping Pilots in the Loop: An Explainable Spatiotemporal EEG-Driven Deep Learning Framework for Adaptive Automation in Cruising Flight Phase

inferred← citeshttps://doi.org/10.1109/tnsre.2024.3380595openalex-snapshot

TBEEG: A Two-Branch Manifold Domain Enhanced Transformer Algorithm for Learning EEG Decoding

inferred← citeshttps://doi.org/10.1109/tribes52498.2021.9751676openalex-snapshot

Mental Workload Classification for Multitasking Test using Electroencephalogram Signal

inferred← citeshttps://doi.org/10.1142/s0218348x23501360openalex-snapshot

ANALYSIS OF THE CHANGES IN THE BRAIN ACTIVITY BETWEEN REST AND MULTITASKING WORKLOAD BY COMPLEXITY-BASED ANALYSIS OF EEG SIGNALS

inferred← citeshttps://doi.org/10.1145/3550307openalex-snapshot

Guard Your Heart Silently

inferred← citeshttps://doi.org/10.1145/3604383.3604391openalex-snapshot

Recognition of Pilot Mental workload in the Simulation Operation of Carrier-based Aircraft Using the Portable EEG

inferred← citeshttps://doi.org/10.1145/3606283.3606291openalex-snapshot

Improved Classification of Mental Workload Using One Dimensional Convolutional Neural Network and SMOTE Technique

inferred← citeshttps://doi.org/10.1145/3704522.3704555openalex-snapshot

Short Paper: Revealing the Self: Brainwave-Based Human Trait Identification

inferred← citeshttps://doi.org/10.1155/2022/4086213openalex-snapshot

Genetic Algorithm-Based Human Mental Stress Detection and Alerting in Internet of Things

inferred← citeshttps://doi.org/10.1155/2022/5233257openalex-snapshot

Detection of the Driver’s Mental Workload Level in Smart and Autonomous Systems Using Physiological Signals

inferred← citeshttps://doi.org/10.1177/03611981231156576openalex-snapshot

Measurement and Real-Time Recognition of Driver Trust in Conditionally Automated Vehicles: Using Multimodal Feature Fusions Network

inferred← citeshttps://doi.org/10.1177/03611981231189741openalex-snapshot

Evaluating Driving Safety of Road Alignment Conditions by Predicted Driver’s Psychophysiological Workload Using Vehicle Maneuvering Data

inferred← citeshttps://doi.org/10.1177/21582440261469601openalex-snapshot

Toward Intelligent Cognitive Load Estimation: A Systematic Synthesis of Machine and Deep Learning Techniques, Challenges, and Prospective Developments

inferred← citeshttps://doi.org/10.13005/bpj/3052openalex-snapshot

Optimized EEG-Based Stress Detection: A Novel Approach

inferred← citeshttps://doi.org/10.13005/bpj/3085openalex-snapshot

AI-Driven Multimodal Stress Detection: A Comparative Study

inferred← citeshttps://doi.org/10.1371/journal.pone.0352882openalex-snapshot

Hybrid deep learning for mental workload classification using EEG with enhanced preprocessing and interpretability

inferred← citeshttps://doi.org/10.14445/23488549/ijece-v10i11p106openalex-snapshot

Integrated Approach for Enhanced EEG-Based Emotion Recognition with Hybrid Deep Neural Network and Optimized Feature Selection

inferred← citeshttps://doi.org/10.14569/ijacsa.2023.01405110openalex-snapshot

Detection of Epileptic Seizures Based-on Channel Fusion and Transformer Network in EEG Recordings

inferred← citeshttps://doi.org/10.17760/d20399921openalex-snapshot

Can mental workload in EEG tasks be classified using machine learning algorithms?

inferred← citeshttps://doi.org/10.2139/ssrn.5178723openalex-snapshot

Neurostressology: A Systematic Review of Eeg-Based Automated Mental Stress Perspectives

inferred← citeshttps://doi.org/10.2139/ssrn.5210145openalex-snapshot

Comparative Analysis of Mental Workload in Real vs. Graphic Virtual Reality Environments: Insights from Eeg and Subjective Assessments

inferred← citeshttps://doi.org/10.2174/9789815196443123010004openalex-snapshot

Evaluation of Bio-inspired Computational Methods for Measuring Cognitive Workload

inferred← citeshttps://doi.org/10.2339/politeknik.794655openalex-snapshot

EEG Sinyalleri Kullanılarak Zihinsel İş Yükü Seviyelerinin Sınıflandırılması

inferred← citeshttps://doi.org/10.2514/6.2025-2253openalex-snapshot

Workload Classification for Function Allocations in Human-Autonomy Teaming Using Noninvasive Measurements

inferred← citeshttps://doi.org/10.3389/fncom.2022.1006763openalex-snapshot

Status of deep learning for EEG-based brain–computer interface applications

inferred← citeshttps://doi.org/10.3389/fnhum.2021.692878openalex-snapshot

Mental Workload Estimation Based on Physiological Features for Pilot-UAV Teaming Applications

inferred← citeshttps://doi.org/10.3389/fnhum.2022.901387openalex-snapshot

Evaluation of a New Lightweight EEG Technology for Translational Applications of Passive Brain-Computer Interfaces

inferred← citeshttps://doi.org/10.3389/fnins.2021.703139openalex-snapshot

Cross-Task Consistency of Electroencephalography-Based Mental Workload Indicators: Comparisons Between Power Spectral Density and Task-Irrelevant Auditory Event-Related Potentials

inferred← citeshttps://doi.org/10.3389/fnins.2022.869522openalex-snapshot

EEG-TNet: An End-To-End Brain Computer Interface Framework for Mental Workload Estimation

inferred← citeshttps://doi.org/10.3389/fnins.2023.1276067openalex-snapshot

A learnable EEG channel selection method for MI-BCI using efficient channel attention

inferred← citeshttps://doi.org/10.3389/fnrgo.2025.1621309openalex-snapshot

Machine learning performance in EEG-based mental workload classification across task types: a systematic review

inferred← citeshttps://doi.org/10.3390/app13042129openalex-snapshot

Cognitive Reorganization Due to Mental Workload: A Functional Connectivity Analysis Based on Working Memory Paradigms

inferred← citeshttps://doi.org/10.3390/app16115506openalex-snapshot

Optimal Transport and Graph Neural Networks for Cross-Session Mental Workload Classification

inferred← citeshttps://doi.org/10.3390/brainsci11010075openalex-snapshot

Hybrid Deep Learning (hDL)-Based Brain-Computer Interface (BCI) Systems: A Systematic Review

inferred← citeshttps://doi.org/10.3390/brainsci11060698openalex-snapshot

EEG-Based Tool for Prediction of University Students’ Cognitive Performance in the Classroom

inferred← citeshttps://doi.org/10.3390/diagnostics13111936openalex-snapshot

Hybrid Deep Learning Approach for Stress Detection Using Decomposed EEG Signals

inferred← citeshttps://doi.org/10.3390/electronics12194008openalex-snapshot

Cognitive Workload Classification in Industry 5.0 Applications: Electroencephalography-Based Bi-Directional Gated Network Approach

inferred← citeshttps://doi.org/10.3390/electronics14142744openalex-snapshot

A Comparative Study on Machine Learning Methods for EEG-Based Human Emotion Recognition

inferred← citeshttps://doi.org/10.3390/ijerph182211891openalex-snapshot

Evaluation of a Fast Test Based on Biometric Signals to Assess Mental Fatigue at the Workplace—A Pilot Study

inferred← citeshttps://doi.org/10.3390/info16020099openalex-snapshot

Movement Compensation in Dual Continuous Wave Radar Using Deep Learning

inferred← citeshttps://doi.org/10.3390/math10030488openalex-snapshot

A New Hybrid Based on Long Short-Term Memory Network with Spotted Hyena Optimization Algorithm for Multi-Label Text Classification

inferred← citeshttps://doi.org/10.3390/math11051189openalex-snapshot

A Mental Workload Classification Method Based on GCN Modified by Squeeze-and-Excitation Residual

inferred← citeshttps://doi.org/10.3390/s20185122openalex-snapshot

Pattern Recognition of Cognitive Load Using EEG and ECG Signals

inferred← citeshttps://doi.org/10.3390/s21206710openalex-snapshot

Subject-Specific Cognitive Workload Classification Using EEG-Based Functional Connectivity and Deep Learning

inferred← citeshttps://doi.org/10.3390/s23031367openalex-snapshot

Reliability of Mental Workload Index Assessed by EEG with Different Electrode Configurations and Signal Pre-Processing Pipelines

inferred← citeshttps://doi.org/10.3390/s23239352openalex-snapshot

EEG Amplitude Modulation Analysis across Mental Tasks: Towards Improved Active BCIs

inferred← citeshttps://doi.org/10.3390/s25134207openalex-snapshot

Human-Centric Cognitive State Recognition Using Physiological Signals: A Systematic Review of Machine Learning Strategies Across Application Domains

inferred← citeshttps://doi.org/10.34248/bsengineering.1966267openalex-snapshot

ATM Nakit Talep Tahmininde RNN Mimarilerinin Başarımı: LSTM, GRU, Bi-LSTM ve CNN-LSTM

inferred← citeshttps://doi.org/10.36227/techrxiv.15066642openalex-snapshot

Quantification of Mental Workload Using a Cascaded Deep One-dimensional Convolution Neural Network and Bi-directional Long Short-Term Memory Model

inferred← citeshttps://doi.org/10.36227/techrxiv.15066642.v1openalex-snapshot

Quantification of Mental Workload Using a Cascaded Deep One-dimensional Convolution Neural Network and Bi-directional Long Short-Term Memory Model

inferred← citeshttps://doi.org/10.36227/techrxiv.15066642.v2openalex-snapshot

Quantification of Mental Workload Using a Cascaded Deep One-dimensional Convolution Neural Network and Bi-directional Long Short-Term Memory Model

inferred← citeshttps://doi.org/10.4018/979-8-3693-1210-0.ch011openalex-snapshot

Deep-Mental Workload Intelligent System

inferred← citeshttps://doi.org/10.4149/bll_2022_064openalex-snapshot

Mental arithmetic task detection using geometric features extraction of EEG signal based on machine learning

inferred← citeshttps://doi.org/10.48550/arxiv.2111.02561openalex-snapshot

MAUS: A Dataset for Mental Workload Assessmenton N-back Task Using Wearable Sensor

inferred← citeshttps://doi.org/10.56038/ejrnd.v2i4.193openalex-snapshot

Classification Mental Workload Levels from EEG Signals with 1D Convolutional Neural Network

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