Fabio Ruben Silva Mendonca

@uma.pt

Universidade da Madeira



                 

https://researchid.co/fabiorubenn

RESEARCH, TEACHING, or OTHER INTERESTS

Artificial Intelligence, Computer Engineering, Electrical and Electronic Engineering

927

Scholar Citations

13

Scholar h-index

18

Scholar i10-index

RECENT SCHOLAR PUBLICATIONS

  • 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

  • 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 Mendona, A Gupta, SS Mostafa, F Morgado-Dias
    Sensors 23 (2), 738 2023

  • A-phase index: an alternative view for sleep stability analysis based on automatic detection of the A-phases from the cyclic alternating pattern
    F Mendona, SS Mostafa, A Gupta, ES Arnardottir, T Leppnen, ...
    Sleep 46 (1), zsac217 2023

  • Agrotech - sensing use cases
    FMD N. Silva, G. Machado, I. Viveiros, H. Garcs, F. Silva, R. Sousa, R ...
    InnovAction 7 (1), 105-117 2022

  • Variational Autoencoder Kernel Interpretation and Selection for Classification
    F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
    arXiv preprint arXiv:2209.04715 2022

  • ProBoost: a Boosting Method for Probabilistic Classifiers
    F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca, ...
    arXiv preprint arXiv:2209.01611 2022

  • Multiple Time Series Fusion based on LSTM: an application to CAP A phase classification using EEG
    F Mendona, SS Mostafa, D Freitas, F Morgado-Dias, AG Ravelo-Garca
    International Journal of Environmental Research and Public Health 19 (17), 10892 2022

  • Heuristic optimization of deep and shallow classifiers: an application for Electroencephalogram Cyclic Alternating Pattern Detection
    F Mendona, SS Mostafa, D Freitas, F Morgado-Dias, AG Ravelo-Garca
    Entropy 24 (5), 688 2022

  • Signal Processing Approaches for Sleep Quality Analysis in Suspected Sleep Disorder Patients
    F Mendona
    Instituto Superior Tcnico - Universidade de Lisboa 2021

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: 185

  • 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: 125

  • 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: 115

  • 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: 90

  • 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: 77

  • 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: 44

  • 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: 34

  • 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: 22

  • 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

  • Small scale wind energy harvesting with maximum power tracking
    J Azevedo, F Mendona
    AIMS Energy 3, 297-315 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

  • 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

  • A method for sleep quality analysis based on CNN ensemble with implementation in a portable wireless device
    F Mendona, SS Mostafa, F Morgado-Dias, G Julia-Serda, ...
    IEEE Access 8, 158523-158537 2020
    Citations: 9

  • Matrix of Lags: A tool for analysis of multiple dependent time series applied for CAP scoring
    F Mendona, SS Mostafa, F Morgado-Dias, AG Ravelo-Garca
    Computer Methods and Programs in Biomedicine 189, 105314 2020
    Citations: 9