Machine learning methods for solar radiation forecasting: A review C Voyant, G Notton, S Kalogirou, ML Nivet, C Paoli, F Motte, A Fouilloy Renewable energy 105, 569-582, 2017 | 1619 | 2017 |
Intermittent and stochastic character of renewable energy sources: Consequences, cost of intermittence and benefit of forecasting G Notton, ML Nivet, C Voyant, C Paoli, C Darras, F Motte, A Fouilloy Renewable and sustainable energy reviews 87, 96-105, 2018 | 372 | 2018 |
Solar radiation forecasting using artificial neural network and random forest methods: Application to normal beam, horizontal diffuse and global components L Benali, G Notton, A Fouilloy, C Voyant, R Dizene Renewable energy 132, 871-884, 2019 | 367 | 2019 |
Solar irradiation prediction with machine learning: Forecasting models selection method depending on weather variability A Fouilloy, C Voyant, G Notton, F Motte, C Paoli, ML Nivet, E Guillot, ... Energy 165, 620-629, 2018 | 144 | 2018 |
Some Applications of ANN to Solar Radiation Estimation and Forecasting for Energy Applications MLN G. Notton, C. Voyant, A. Fouilloy, J.L. Duchaud Applied sciences, 2019 | 107 | 2019 |
Prediction intervals for global solar irradiation forecasting using regression trees methods C Voyant, F Motte, G Notton, A Fouilloy, ML Nivet, JL Duchaud Renewable energy 126, 332-340, 2018 | 57 | 2018 |
Uncertainties in global radiation time series forecasting using machine learning: The multilayer perceptron case C Voyant, G Notton, C Darras, A Fouilloy, F Motte Energy 125, 248-257, 2017 | 49 | 2017 |
An advanced forecasting system for the optimum energy management of island microgrids DH Alamo, RN Medina, SD Ruano, SS García, KP Moustris, KK Kavadias, ... Energy procedia 159, 111-116, 2019 | 34 | 2019 |
Forecasting method for global radiation time series without training phase: Comparison with other well-known prediction methodologies C Voyant, F Motte, A Fouilloy, G Notton, C Paoli, ML Nivet Energy 120, 199-208, 2017 | 27 | 2017 |
Tilos, the first autonomous renewable green island in Mediterranean: A Horizon 2020 project G Notton, ML Nivet, D Zafirakis, F Motte, C Voyant, A Fouilloy 2017 15th international conference on electrical machines, drives and power …, 2017 | 26 | 2017 |
The electrical energy situation of French islands and focus on the Corsican situation AF G. Notton, J.L. Duchaud, M.L. Nivet, C. Voyant, K. Chalvatzis Renewable Energy 135, 1157-1165, 2019 | 24 | 2019 |
Wind, solar and battery micro-grid optimal sizing in Tilos Island JL Duchaud, G Notton, A Fouilloy, C Voyant Energy Procedia 159, 22-27, 2019 | 23 | 2019 |
A Monte Carlo based solar radiation forecastability estimation C Voyant, P Lauret, G Notton, JL Duchaud, A Fouilloy, M David, ... Journal of Renewable and Sustainable Energy 13 (2), 2021 | 9 | 2021 |
Trade-off between precision and resolution of a solar power forecasting algorithm for micro-grid optimal control JL Duchaud, C Voyant, A Fouilloy, G Notton, ML Nivet Energies 13 (14), 3565, 2020 | 8 | 2020 |
Hybrid renewable power plant sizing – Graphical decision tool, sensitivity analysis and applications in Ajaccio and Tilos VC Duchaud J.L., Notton G., Fouilloy A. Applied Energy 254, 2019 | 7 | 2019 |
Tilos, an autonomous Greek island thanks to a PV/Wind/Zebra battery plant and a smart Energy Management System G Notton, ML Nivet, C Voyant, JL Duchaud, A Fouilloy, D Zafirakis, ... 2020 7th International Conference on Energy Efficiency and Agricultural …, 2020 | 6 | 2020 |
Machine Learning Methods for Solar Irradiation Forecasting: A Comparison in a Mediterranean Site A Fouilloy, C Voyant, G Notton, ML Nivet, JL Duchaud 13th The International Centre for Sustainable Development of Energy, Water …, 2018 | 6 | 2018 |
Regression trees and solar radiation forecasting: the boosting, bagging and ensemble learning cases A Fouilloy, C Voyant, G Notton, JL Duchaud 2nd International Web Conference on Forecasting, 2018 | 3 | 2018 |
Multi-layer Perceptron and Pruning C Voyant, C Paoli, ML Nivet, G Notton, A FOUİLLOY, F Motte Turkish Journal of Forecasting 1 (1), 1-6, 2017 | 3 | 2017 |
Comparaison de méthodes d'apprentissage automatique de prévision de la ressource solaire pour une application à une gestion optimisée des réseaux intelligents A Fouilloy Université de Corse-Pascal PAOLI, 2019 | 2 | 2019 |