Fabio Ruben Silva Mendonca

RESEARCH, TEACHING, or OTHER INTERESTS

Artificial Intelligence, Computer Engineering, Electrical and Electronic Engineering

RECENT SCHOLAR PUBLICATIONS

Machine Learning System for Commercial Banana Harvesting
A Hayat, P Baglat, F Mendona, SS Mostafa, F Morgado-Dias
Engineering Research Express 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, 1-12 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



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



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

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: 191



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: 136



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: 121



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: 99



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: 78



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: 35



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: 24



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: 19



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: 17



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: 16



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: 15



Small scale wind energy harvesting with maximum power tracking.
J Azevedo, F Mendona
AIMS Energy 3 (3) 2015
Citations: 15



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



Automatic Detection of a Phases for CAP Classification.
F Mendona, ALN Fred, SS Mostafa, FM Dias, AG Ravelo-Garca
ICPRAM, 394-400 2018
Citations: 12



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: 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



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: 10