Fabio Ruben Silva Mendonca

RESEARCH, TEACHING, or OTHER INTERESTS

Artificial Intelligence, Computer Engineering, Electrical and Electronic Engineering

RECENT SCHOLAR PUBLICATIONS

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



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



A Critical Review of the Propagation Models Employed in LoRa Systems
JA Azevedo, F Mendona
Sensors 24 (12), 3877 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



Towards automatic EEG cyclic alternating pattern analysis: a systematic review
F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca, ...
Biomedical Engineering Letters 13 (3), 273-291 2023



Visual Explanations of Deep Learning Architectures in Predicting Cyclic Alternating Patterns Using Wavelet Transforms
A Gupta, F Mendona, SS Mostafa, AG Ravelo-Garca, F Morgado-Dias
Electronics 12 (13), 2954 2023



A Continuous A-Phase Index View for Sleep Stability Analysis based on Automatic Detection of the A-Phases from the Cyclic Alternating Pattern
AGRG Fbio Mendona, Sheikh Shanawaz Mostafa, Ankit Gupta, Erna Sif ...
NSC 2023 – Nordic Sleep Conference 2023



On the use of transformer-based models for intent detection using clustering algorithms
A Moura, P Lima, F Mendona, SS Mostafa, F Morgado-Dias
Applied Sciences 13 (8), 5178 2023



Graphical User Interface for the Development of Probabilistic Convolutional Neural Networks
A Chaves, F Mendona, SS Mostafa, F Morgado-Dias
Signals 4 (2), 297-314 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: 207



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: 150



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: 127



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: 109



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: 79



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: 48



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



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: 25



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: 21



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: 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



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: 17



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: 16



Design and power production of small-scale wind turbines
F Mendonca, J Azevedo
2017 International Conference in Energy and Sustainability in Small 2017
Citations: 16



Small scale wind energy harvesting with maximum power tracking.
J Azevedo, F Mendona
AIMS Energy 3 (3) 2015
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: 12



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



A low cost FPGA based thermal imaging camera for fault detection in PV panels
DG Pestana, F Mendona, F Morgado-Dias
2017 International Conference on Internet of Things for the Global Community 2017
Citations: 11