Fabio Ruben Silva Mendonca

RESEARCH, TEACHING, or OTHER INTERESTS

Artificial Intelligence, Computer Engineering, Electrical and Electronic Engineering

RECENT SCHOLAR PUBLICATIONS

Evaluating LLMs for Automated Scoring in Formative Assessments
PC Mendona, F Quintal, F Mendona
Applied Sciences 15 (5), 2787 2025



A networked station system for high-resolution wind nowcasting in air traffic operations: A data-augmented deep learning approach
D Alves, F Mendona, SS Mostafa, D Freitas, J Pestana, D Vieira, ...
PloS one 20 (1), e0316548 2025



Multithreaded and GPU-Based Implementations of a Modified Particle Swarm Optimization Algorithm with Application to Solving Large-Scale Systems of Nonlinear Equations
B Silva, LG Lopes, F Mendona
Electronics 14 (3), 584 2025



Deep Learning Enhanced Wind Speed and Direction Forecasting for Airport Regions
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Weather and Forecasting 40 (1), 207-221 2025



A comprehensive IoT cloud-based wind station ready for real-time measurements and artificial intelligence integration
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
e-Prime-Advances in Electrical Engineering, Electronics and Energy 10, 100862 2024



On the use of kolmogorov–arnold networks for adapting wind numerical weather forecasts with explainability and interpretability: application to madeira international airport
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Environmental Research Communications 6 (10), 105008 2024



Application of Machine Learning in Plastic Waste Detection and Classification: A Systematic Review
E Ramos, AG Lopes, F Mendona
Processes 12 (8), 1632 2024



Machine learning system for commercial banana harvesting
A Hayat, P Baglat, F Mendona, SS Mostafa, F Morgado-Dias
Engineering Research Express 6 (3), 035202 2024



Low Tropospheric Wind Forecasts in Aviation: The Potential of Deep Learning for Terminal Aerodrome Forecast Bulletins
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Pure and Applied Geophysics 181 (7), 2265-2276 2024



Parallel GPU-acceleration of metaphorless optimization algorithms: Application for solving large-scale nonlinear equation systems
B Silva, LG Lopes, F Mendona
Applied Sciences 14 (12), 5349 2024



A critical review of the propagation models employed in LoRa systems
JA Azevedo, F Mendona
Sensors 24 (12), 3877 2024



Time-series embeddings from language models: A tool for wind direction nowcasting
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Journal of Meteorological Research 38 (3), 558-569 2024



A computer vision approach for satellite-driven wind nowcasting over complex terrains
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Environmental Research Communications 6 (5), 055014 2024



Wind limitations at madeira international airport: a deep learning prediction approach
D Alves, D Freitas, F Mendona, S Mostafa, F Morgado-Dias
IEEE Access 2024



Noncontact Automatic Water-Level Assessment and Prediction in an Urban Water Stream Channel of a Volcanic Island Using Deep Learning
F Mendona, SS Mostafa, F Morgado-Dias, JA Azevedo, ...
Electronics 13 (6), 1145 2024



Sentiment analysis in portuguese restaurant reviews: Application of transformer models in edge computing
A Branco, D Parada, M Silva, F Mendona, SS Mostafa, F Morgado-Dias
Electronics 13 (3), 589 2024



Sleep Analysis by Evaluating the Cyclic Alternating Pattern A Phases
A Alves, F Mendona, SS Mostafa, F Morgado-Dias
Electronics 13 (2), 333 2024



On the Use of Kullback–Leibler Divergence for Kernel Selection and Interpretation in Variational Autoencoders for Feature Creation
F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
Information 14 (10), 571 2023



The potential of machine learning for wind speed and direction short-term forecasting: A systematic review
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Computers 12 (10), 206 2023



Automated aviation wind nowcasting: Exploring feature-based machine learning methods
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Applied Sciences 13 (18), 10221 2023

MOST CITED SCHOLAR PUBLICATIONS

A Review of Obstructive Sleep Apnea Detection Approaches
F Mendona, SS Mostafa, AG Ravelo-Garca, F Morgado-Dias, T Penzel
IEEE Journal of Biomedical and Health Informatics 23 (2), 825-837 2019
Citations: 225



A systematic review of detecting sleep apnea using deep learning
SS Mostafa, F Mendona, A G. Ravelo-Garca, F Morgado-Dias
Sensors 19 (22), 4934 2019
Citations: 170



Devices for home detection of obstructive sleep apnea: A review
F Mendona, SS Mostafa, AG Ravelo-Garca, F Morgado-Dias, T Penzel
Sleep medicine reviews 41, 149-160 2018
Citations: 132



A Review of Approaches for Sleep Quality Analysis
F Mendona, S Mostafa, A Ravelo-Garca, F Morgado-Dias, T Penzel
IEEE Access 7, 24527-24546 2019
Citations: 114



SpO2 based Sleep Apnea Detection using Deep Learning
SS Mostafa, F Mendona, F Morgado-Dias, A Ravelo-Garca
Intelligent Engineering Systems (INES), 2017 IEEE 21st International 2017
Citations: 86



Multi-objective hyperparameter optimization of convolutional neural network for obstructive sleep apnea detection
SS Mostafa, F Mendonca, AG Ravelo-Garcia, GG Juli-Serd, ...
IEEE Access 8, 129586-129599 2020
Citations: 54



Automatic detection of cyclic alternating pattern
F Mendona, A Fred, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
Neural Computing and Applications, 1-11 2018
Citations: 38



An oximetry based wireless device for sleep apnea detection
F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
Sensors 20 (3), 888 2020
Citations: 29



Non-destructive banana ripeness detection using shallow and deep learning: a systematic review
P Baglat, A Hayat, F Mendonca, A Gupta, SS Mostafa, F Morgado-Dias
Sensors 23 (2), 738 2023
Citations: 23



A portable wireless device for cyclic alternating pattern estimation from an EEG monopolar derivation
F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
Entropy 21 (12), 1203 2019
Citations: 23



Sleep quality estimation by cardiopulmonary coupling analysis
F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
IEEE Transactions on Neural Systems and Rehabilitation Engineering 26 (12 2018
Citations: 23



A portable wireless device based on oximetry for sleep apnea detection
F Mendona, SS Mostafa, F Morgado-Dias, JL Navarro-Mesa, ...
Computing 100, 1203-1219 2018
Citations: 19



Design and power production of small-scale wind turbines
F Mendonca, J Azevedo
2017 International Conference in Energy and Sustainability in Small 2017
Citations: 19



Small scale wind energy harvesting with maximum power tracking.
J Azevedo, F Mendona
AIMS Energy 3 (3) 2015
Citations: 19



Novel comparative study for the detection of COVID-19 using CT scan and chest X-ray images
A Hayat, P Baglat, F Mendona, SS Mostafa, F Morgado-Dias
International Journal of Environmental Research and Public Health 20 (2), 1268 2023
Citations: 18



Combination of deep and shallow networks for cyclic alternating patterns detection
SS Mostafa, F Mendona, A Ravelo-Garca, F Morgado-Dias
2018 13th APCA International Conference on Automatic Control and Soft 2018
Citations: 18



The potential of machine learning for wind speed and direction short-term forecasting: A systematic review
D Alves, F Mendona, SS Mostafa, F Morgado-Dias
Computers 12 (10), 206 2023
Citations: 16



Automatic Detection of a Phases for CAP Classification.
F Mendona, ALN Fred, SS Mostafa, FM Dias, AG Ravelo-Garca
ICPRAM, 394-400 2018
Citations: 13



On the use of patterns obtained from LSTM and feature-based methods for time series analysis: application in automatic classification of the CAP A phase subtypes
F Mendonca, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
Journal of Neural Engineering 18 (3), 036004 2021
Citations: 11



Cyclic alternating pattern estimation based on a probabilistic model over an EEG signal
F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
Biomedical Signal Processing and Control 62, 102063 2020
Citations: 11