Deep learning methods for forecasting COVID-19 time-Series data: A Comparative study A Zeroual, F Harrou, A Dairi, Y Sun Chaos, solitons & fractals 140, 110121, 2020 | 528 | 2020 |
An unsupervised monitoring procedure for detecting anomalies in photovoltaic systems using a one-class support vector machine F Harrou, A Dairi, B Taghezouit, Y Sun Solar Energy 179, 48-58, 2019 | 136 | 2019 |
Comparative study of machine learning methods for COVID-19 transmission forecasting A Dairi, F Harrou, A Zeroual, MM Hittawe, Y Sun Journal of biomedical informatics 118, 103791, 2021 | 133 | 2021 |
Obstacle Detection for Intelligent Transportation Systems Using Deep Stacked Autoencoder and k-Nearest Neighbor Scheme A Dairi, F Harrou, Y Sun, M Senouci IEEE Sensors Journal, 2018 | 86 | 2018 |
Short-term forecasting of photovoltaic solar power production using variational auto-encoder driven deep learning approach A Dairi, F Harrou, Y Sun, S Khadraoui Applied Sciences 10 (23), 8400, 2020 | 85 | 2020 |
Unsupervised obstacle detection in driving environments using deep-learning-based stereovision A Dairi, F Harrou, M Senouci, Y Sun Robotics and Autonomous Systems 100, 287-301, 2018 | 85 | 2018 |
Statistical Process Monitoring Using Advanced Data-Driven and Deep Learning Approaches: Theory and Practical Applications F Harrou, Y Sun, AS Hering, M Madakyaru, A Dairi Elsevier, 2020 | 74 | 2020 |
Statistical monitoring of a wastewater treatment plant: A case study F Harrou, A Dairi, Y Sun, M Senouci Journal of environmental management 223, 807-814, 2018 | 71 | 2018 |
Integrated multiple directed attention-based deep learning for improved air pollution forecasting A Dairi, F Harrou, S Khadraoui, Y Sun IEEE Transactions on Instrumentation and Measurement 70, 1-15, 2021 | 64 | 2021 |
Deep learning approach for sustainable WWTP operation: A case study on data-driven influent conditions monitoring A Dairi, T Cheng, F Harrou, Y Sun, TO Leiknes Sustainable Cities and Society 50, 101670, 2019 | 60 | 2019 |
Forecasting emergency department overcrowding: A deep learning framework F Harrou, A Dairi, F Kadri, Y Sun Chaos, Solitons & Fractals 139, 110247, 2020 | 51 | 2020 |
Detecting abnormal ozone measurements with a deep learning-based strategy FK Fouzi Harrou , Abdelkader Dairi , Ying Sun IEEE Sensors Journal, 2018 | 51 | 2018 |
Monitoring influent conditions of wastewater treatment plants by nonlinear data-based techniques T Cheng, A Dairi, F Harrou, Y Sun, T Leiknes IEEE Access 7, 108827-108837, 2019 | 37 | 2019 |
Desertification detection using an improved variational autoencoder-based approach through ETM-landsat satellite data Y Zerrouki, F Harrou, N Zerrouki, A Dairi, Y Sun IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2020 | 28 | 2020 |
Towards accurate prediction of patient length of stay at emergency department: a GAN-driven deep learning framework F Kadri, A Dairi, F Harrou, Y Sun Journal of Ambient Intelligence and Humanized Computing 14 (9), 11481-11495, 2023 | 25 | 2023 |
Deep generative learning-based 1-SVM detectors for unsupervised COVID-19 infection detection using blood tests A Dairi, F Harrou, Y Sun IEEE Transactions on Instrumentation and Measurement 71, 1-11, 2021 | 25 | 2021 |
Semi-supervised deep learning-driven anomaly detection schemes for cyber-attack detection in smart grids A Dairi, F Harrou, B Bouyeddou, SM Senouci, Y Sun Power Systems Cybersecurity: Methods, Concepts, and Best Practices, 265-295, 2023 | 16 | 2023 |
Effective forecasting of key features in hospital emergency department: Hybrid deep learning-driven methods F Harrou, A Dairi, F Kadri, Y Sun Machine Learning with Applications 7, 100200, 2022 | 14 | 2022 |
Ensemble learning techniques-based monitoring charts for fault detection in photovoltaic systems F Harrou, B Taghezouit, S Khadraoui, A Dairi, Y Sun, A Hadj Arab Energies 15 (18), 6716, 2022 | 12 | 2022 |
Building roof superstructures classification from imbalanced and low density airborne LiDAR point cloud BE Aissou, AB Aissa, A Dairi, F Harrou, A Wichmann, M Kada IEEE Sensors Journal 21 (13), 14960-14976, 2021 | 12 | 2021 |