CV

Dazhi Yang, Stefano Alessandrini, Javier Antonanzas, Fernando Antonanzas-Torres, Viorel Badescu, et al.. Verification of deterministic solar forecasts. Solar Energy, Elsevier, 2020, ⟨10.1016/j.solener.2020.04.019⟩. ⟨hal-02899290⟩

Said Benkaciali, Gilles Notton, Cyril Voyant, Kacem Gairaa. Etude de performance des modèles large bande pour des conditions de ciel clair: cas de sud de l'Algérie. Revue des Energies Renouvelables, A paraître. ⟨hal-03041977⟩

Cyril Voyant, Gilles Notton, Jean Laurent Duchaud, Javier Almorox, Zaher Mundher Yaseen. Solar irradiation prediction intervals based on Box-Cox transformation and univariate representation of Periodic AutoRegressive model.. Renewable Energy Focus, Elseviers, 2020, 33, pp.43-53. ⟨hal-03041875⟩

Jean Laurent Duchaud, Cyril Voyant, Gilles Notton, Alexis Fouilloy, Marie Laure Nivet. Trade-off between precision and resolution of a solar power forecasting algorithm for micro-grid optimal control. Energies, MDPI, 2020, 13, pp.3765. ⟨hal-03041890⟩

Dazhi Yang, Stefano Alessandrini, Javier Antonanzas, Fernando Antonanzas-Torres, Viorel Badescu, et al.. Verification of deterministic solar forecasts. Solar Energy, Elsevier, 2020, 210, pp.20-37. ⟨10.1016/j.solener.2020.04.019⟩. ⟨hal-03053222⟩

Hai Tao, Ahmed Ewees, Ali Omran Al-Sulttani, Ufuk Beyaztas, Mohammed Majeed Hameed, et al.. A Newly Developed Integrative Bio-Inspired Artificial Intelligence Model for Wind Speed Prediction. IEEE Access, IEEE, 2020, 8, pp.83347-83358. ⟨10.1109/ACCESS.2020.2990439⟩. ⟨hal-03053218⟩

Hai Tao, Sinan Salih, Mandeep Kaur Saggi, Esmaeel Dodangeh, Cyril Voyant, et al.. A Newly Developed Integrative Bio-Inspired Artificial Intelligence Model for Wind Speed Prediction. IEEE Access, IEEE, 2020, 8, pp.83347-83358. ⟨10.1109/ACCESS.2020.2990439⟩. ⟨hal-03053216⟩

Jean Laurent Duchaud, Gilles Notton, Fouilloy Alexis, Cyril Voyant. Wind, solar and battery micro-grid optimal sizing in Tilos Island. Energy Procedia, Elsevier, 2019, 159, pp.22-27. ⟨hal-02448982⟩

Lamara Benali, Gilles Notton, Fouilloy Alexis, Cyril Voyant, Rabah Dizene. Solar radiation forecasting using artificial neural network an random forest methods: Application to normal beam, horizontal diffuse and global components. Renewable Energy, Elsevier, 2019, 132, pp.871-884. ⟨hal-02449215⟩

Jean Laurent Duchaud, Gilles Notton, Christophe Darras, Cyril Voyant. Multi-objective particle swarm optimal sizing of a renewable hybrid power plant with storage. Renewable Energy, Elsevier, 2019, 131, pp.1156-1167. ⟨hal-02449217⟩

Gilles Notton, Jean Laurent Duchaud, Marie Laure Nivet, Cyril Voyant, K Chalvatzis, et al.. The electrical energy situation of French islands and focus on the Corsican situation. Renewable Energy, Elsevier, 2019, 135, pp.1157-1165. ⟨hal-02449268⟩

Jean Laurent Duchaud, Gilles Notton, Alexis Fouilloy, Cyril Voyant. Hybrid Renewable Power Plant Sizing - Graphical Decision Tool, Sensitivity Analysis and Applications in Ajaccio and Tilos. Applied Energy, Elsevier, 2019, 254 (11361). ⟨hal-02449473⟩

Gilles Notton, Cyril Voyant, Fouilloy Alexis, Jean Laurent Duchaud, Marie Laure Nivet. Some applications of ANN to solar radiation estimation and forecasting for energy applications. Applied Sciences, MDPI, 2019, 9 (1), pp.209. ⟨hal-02449272⟩

Jean Laurent Duchaud, Gilles Notton, Alexis Fouilloy, Cyril Voyant. Wind, solar and battery micro-grid optimal sizing in Tilos Island. Energy Procedia, Elsevier, 2019, 159, pp.22-27. ⟨hal-03041956⟩

Michel Fliess, Cédric Join, Cyril Voyant. Prediction bands for solar energy: New short-term time series forecasting techniques. Solar Energy, Elsevier, 2018, 166, pp.519-528. ⟨10.1016/j.solener.2018.03.049⟩. ⟨hal-01736518⟩

Cyril Voyant, Gilles Notton. Solar irradiation nowcasting by stochastic persistence: a new parsimonious, simple and efficient forecasting tool. Renewable and Sustainable Energy Reviews, 2018, 92, pp.343-352. ⟨hal-01783937⟩

Cyril Voyant, Jan de Gooijer, Gilles Notton. Periodic Autoregressive Forecasting of Global Solar Irradiation Without Knowledge-based Model Implementation. Solar Energy, Elsevier, 2018. ⟨hal-01872340⟩

Fouilloy Alexis, Cyril Voyant, Fabrice Motte, Gilles Notton, Christophe Paoli, et al.. Solar irradiation forecasting with machine learning and computational methods for 3 weather variabilities. Energy, Elsevier, 2018, 165-A, pp.620-629. ⟨hal-02449204⟩

Cyril Voyant, J.G. Gooijer, Gilles Notton. Periodic autoregressive prediction of global radiation without knowledge- based model implementation. Solar Energy, Elsevier, 2018, 174, pp.121-129. ⟨hal-02449163⟩

Jean-Laurent Duchaud, Gilles Notton, Christophe Darras, Cyril Voyant. Power ramp-rate control algorithm with optimal state-of-charge reference via dynamic programming.. Energy, Elsevier, 2018, 149, pp.709-717. ⟨hal-01759746⟩

Cyril Voyant, Fabrice Motte, Gilles Notton, Alexis Fouilloy, Marie-Laure Nivet, et al.. Prediction intervals for global solar irradiation forecasting using regression trees methods. Renewable Energy, Elsevier, 2018, 126, pp.332-340. ⟨hal-01741926⟩

Cyril Voyant, Gilles Notton, Christophe Paoli, Alexis Fouilloy, Fabrice Motte, et al.. Uncertainties in global radiation time series forecasting using machine learning: The multilayer perceptron case. Energy, Elsevier, 2017, 125, pp.248-257. ⟨10.1016/j.energy.2017.02.098⟩. ⟨hal-01470994⟩

Cyril Voyant, Gilles Notton, S. Kalogirou, Marie Laure Nivet, Christophe Paoli, et al.. Machine Learning methods for solar radiation forecasting: a review. Renewable Energy, Elsevier, 2017, 105, pp.569-582. ⟨10.1016/j.renene.2016.12.095⟩. ⟨hal-01426321⟩

Cyril Voyant, Christophe Paoli, Marie-Laure Nivet, Gilles Notton, Fouilloy Alexis, et al.. Multi-layer Perceptron and Pruning. Turkish Journal of Forecasting, 2017, 1 (1), pp.1-8. ⟨hal-01591425⟩

Cyril Voyant, Fabrice Motte, Fouilloy Alexis, Gilles Notton, Christophe Paoli, et al.. Forecasting method for global radiation time series without training phase: comparison with other well-known prediction methodologies. Energy, Elsevier, 2016, 120, pp.196-208. ⟨10.1016/j.energy.2016.12.118⟩. ⟨hal-01423959⟩

Wani Tamas, Gilles Notton, Christophe Paoli, Marie-Laure Nivet, Cyril Voyant. Hybridization of air quality forecasting models using machine learning and clustering: an original approach to detect pollutant peaks. Aerosol and Air Quality Research, 2016, 16 (2), pp.405-416. ⟨10.4209/aaqr.2015.03.0193⟩. ⟨hal-01243171⟩

Philippe Lauret, Cyril Voyant, Ted Soubdhan, Mathieu David, Philippe Poggi. A benchmarking of machine learning techniques for solar radiation forecastingin an insular context. Solar Energy, Elsevier, 2015, pp.00. ⟨hal-01099211⟩

Cyril Voyant, Ted Soubdhan, Philippe Lauret, Mathieu David, Marc Muselli. Statistical parameters as a means to a priori assess the accuracy of solar forecasting models. Energy Journal, International Association for Energy Economics, 2015, pp.1. ⟨hal-01180041⟩

Cyril Voyant, Ted Soubdhan, Philippe Lauret, Mathieu David, Marc Muselli. Statistical parameters as a means to a priori assess the accuracy of solar forecasting models. Energy, Elsevier, 2015, 90, pp.671-679. ⟨10.1016/j.energy.2015.07.089⟩. ⟨hal-02462672⟩

Cyril Voyant, Marie Laure Nivet, Christophe Paoli, Marc Muselli, Gilles Notton. Meteorological time series forecasting based on MLP modelling using heterogeneous transfer functions.. Journal of Physics: Conference Series, IOP Publishing, 2015, 574 (1), pp.012064. ⟨hal-03041989⟩

Philippe Lauret, Cyril Voyant, Ted Soubdhan, Mathieu David, Philippe Poggi. A benchmarking of machine learning techniques for solar radiation forecasting in an insular context. Solar Energy, Elsevier, 2015, 112, pp.446 - 457. ⟨10.1016/j.solener.2014.12.014⟩. ⟨hal-01101564⟩

Cyril Voyant, Pierrick Haurant, Marc Muselli, Christophe Paoli, Marie Laure Nivet. Time series modeling and large scale global solar radiation forecasting from geostationary satellites data. Solar Energy, Elsevier, 2014. ⟨hal-00932955⟩

Kahina Dahmani, Rabah Dizene, Gilles Notton, Christophe Paoli, Cyril Voyant, et al.. Estimation of 5-min time-step data of tilted solar global irradiation using ANN model. Energy, Elsevier, 2014, 70, pp.374-381. ⟨hal-01060219⟩

Wani Tamas, Gilles Notton, Christophe Paoli, Cyril Voyant, Marie Laure Nivet, et al.. Urban ozone concentration forecasting with artificial neural network in Corsica. Mathematical modelling in Civil Engineering, 2014, 1, pp.33-41. ⟨hal-01062312⟩

Cyril Voyant, Gilles Notton, Christophe Paoli, Marie Laure Nivet, Marc Muselli, et al.. Numerical weather prediction or stochastic modeling: an objective criterion of choice for the global radiation forecasting. International Journal of Energy Technology and Policy, Inderscience, 2014. ⟨hal-00934872⟩

Cyril Voyant, Wani Tamas, Marie Laure Nivet, Gilles Notton, Christophe Paoli, et al.. Meteorological time series forecasting with pruned multi-layer perceptron and 2-stage Levenberg-Marquardt method. International Journal of Modelling, Identification and Control, Inderscience, 2014. ⟨hal-01020794⟩

Cyril Voyant, Prisca Randimbivololona, Marie Laure Nivet, Christophe Paoli, Marc Muselli. 24-hours ahead global irradiation forecasting using Multi-Layer Perceptron. Meteorological Applications, Wiley, 2013, pp.1. ⟨hal-00770249⟩

Cyril Voyant, C. Darras, Marc Muselli, Christophe Paoli, Marie Laure Nivet, et al.. Bayesian rules and stochastic models for high accuracy prediction of solar radiation. Applied Energy, Elsevier, 2013. ⟨hal-00862981⟩

Cyril Voyant, Christophe Paoli, Marc Muselli, Marie Laure Nivet. Multi-horizon solar radiation forecasting for Mediterranean locations using time series models. Renewable and Sustainable Energy Reviews, Elsevier, 2013. ⟨hal-00846823⟩

Cyril Voyant, Marc Muselli, Christophe Paoli, Marie Laure Nivet. Hybrid methodology for hourly global radiation forecasting in Mediterranean area. Renewable Energy, Elsevier, 2013, pp.1. ⟨10.1016/j.renene.2012.10.049⟩. ⟨hal-00750486⟩

Cyril Voyant, Daniel Julian, Rudy Roustit, Katia Biffi, Celine Lantieri Marcovici. Biological effects and equivalent doses in radiotherapy: a software solution. Reports of Practical Oncology & Radiotherapy, Elsevier, 2013. ⟨hal-00853583⟩

Cyril Voyant, Marc Muselli, Christophe Paoli, Marie Laure Nivet. Numerical Weather Prediction (NWP) and hybrid ARMA/ANN model to predict global radiation. Energy, Elsevier, 2012, 39 (1), pp.341-355. ⟨10.1016/j.energy.2012.01.006⟩. ⟨hal-00657635⟩

C. Darras, Marc Muselli, Philippe Poggi, Cyril Voyant, J.-C. Hoguet, et al.. PV output power fluctuations smoothing: the MYRTE platform experience. International Journal of Hydrogen Energy, Elsevier, 2012, 37 (19), pp.14015-14025. ⟨hal-00801625⟩

Cyril Voyant, Katia Biffi, Delphine Leschi, Jerome Briancon, Celine Lantieri Marcovici. Dosimetric uncertainties related to the elasticity of bladder and rectal walls: Adenocarcinoma of the prostate. Cancer Radiothérapie, Elsevier Masson, 2011, 15 (3), pp.168-240. ⟨10.1016/j.canrad.2010.12.006⟩. ⟨hal-00583222⟩

Cyril Voyant, Marc Muselli, Christophe Paoli, Marie Laure Nivet. Optimization of an artificial neural network dedicated to the multivariate forecasting of daily global radiation. Energy, Elsevier, 2011, 36 (1), pp.348-359. ⟨10.1016/j.energy.2010.10.032⟩. ⟨hal-00556471⟩

Cyril Voyant, Rudy Roustit, Ifer Tatje, Katia Biffi, Jerome Briancon, et al.. Therapeutic potential of atmospheric neutrons. Reports of Practical Oncology & Radiotherapy, Elsevier, 2011, pp.111. ⟨10.1016/j.rpor.2010.11.002⟩. ⟨hal-00557272⟩

Christophe Paoli, Cyril Voyant, Marc Muselli, Marie Laure Nivet. Forecasting of preprocessed daily solar radiation time series using neural networks. Solar Energy, Elsevier, 2010, pp.1-15. ⟨10.1016/j.solener.2010.08.011⟩. ⟨hal-00522627⟩

Christophe Paoli, Cyril Voyant, Marc Muselli, Marie Laure Nivet. Forecasting of preprocessed daily solar radiation time series using neural networks. Solar Energy, Elsevier, 2010, 84 (12), pp.2146-2160. ⟨10.1016/j.solener.2010.08.011⟩. ⟨hal-00537178⟩

Cyril Voyant. Mise en œuvre du contrôle de qualité d'une caméra TEMP-TDM. Médecine Nucléaire, Elsevier/Masson, 2010, pp.01.002. ⟨10.1016/j.mednuc.2010.01.002⟩. ⟨hal-00458358⟩

Gilles Notton, Marie Laure Nivet, Cyril Voyant, Jean Laurent Duchaud, Alexis Fouilloy, et al.. Tilos, an autonomous Greek island thanks to a PV/Wind/Zebra battery plant and a smart Energy Management System.. 7th International Conference on Energy Efficiency and Agricultural Engineering (EE&AE),, Nov 2020, Rousse, Bulgaria. ⟨hal-03046036⟩

Gilles Notton, Cyril Voyant, Jean Laurent Duchaud. Difficulties of solar PV integration in island electrical networks – case study in the French islands. Clima 2019, May 2019, Bucarest, Romania. ⟨hal-02454123⟩

Gilles Notton, Cyril Voyant, Fouilloy Alexis, Jean Laurent Duchaud, Marie Laure Nivet. Forecasting of three components of solar irradiation for building applications.. Clima 2019, May 2019, Bucarest, Romania. ⟨hal-02454115⟩

Jean Laurent Duchaud, Gilles Notton, Fouilloy Alexis, Cyril Voyant. Wind, solar and battery micro-grid optimal sizing in Tilos Island. REM2018, Renewable Energy Integration with Mini/Microgrid, Sep 2018, Rhodes, Greece. ⟨hal-03045912⟩

Jean Laurent Duchaud, Gilles Notton, Christophe Darras, Cyril Voyant. Optimal Sizing of a Renewable Hybrid Power Plant with Storage. International Conference on Energy Engineering and Smart Grids ESG’2018, Jun 2018, Cambridge, United Kingdom. ⟨hal-03045893⟩

Alexis Fouilloy, Cyril Voyant, Gilles Notton, Marie Laure Nivet, Jean Laurent Duchaud. Machine Learning Methods for Solar Irradiation Forecasting: A Comparison in a Mediterranean Site. International Conference on Energy Engineering and Smart Grids ESG, 2018, Cambridge, United Kingdom. ⟨hal-01635190⟩

Gilles Notton, Jean Laurent Duchaud, Marie Laure Nivet, Cyril Voyant, Fouilloy Alexis. Overview of the energy situation of French islands and focus on the Corsican situation. Clean Energy in European Islands, Apr 2018, Athènes, Greece. ⟨hal-01759942⟩

Fouilloy Alexis, Cyril Voyant, Gilles Notton, Marie Laure Nivet, Jean Laurent Duchaud. Machine learning methods for solar irradiation forecasting: A comparison in a Mediterranean site. 13th SWEDES Conf.,, Sep 2018, Palerme, Italy. ⟨hal-02454079⟩

Fouilloy Alexis, Cyril Voyant, Gilles Notton, Jean Laurent Duchaud. Regression trees and solar radiation forecasting: the boosting, bagging and ensemble learning cases. 2nd Int. Web Conf. on Forecasting – IWCF’2018, Oct 2018, Web, France. ⟨hal-02454092⟩

Jean Laurent Duchaud, Gilles Notton, Christophe Darras, Cyril Voyant. Multi-objective Particle Swarm optimal sizing of a renewable hybrid power plant with storage.. 13th SWEDES Conf.,, Sep 2018, Palerme, Italy. ⟨hal-02454069⟩

Alexis Fouilloy, Cyril Voyant, Gilles Notton, Marie Laure Nivet, Fabrice Motte, et al.. Global irradiation interval forecasts based on artificial neural network. 1st International web conference on forecasting, Oct 2017, Giresun, Turkey. ⟨hal-01635195⟩

Cyril Voyant, Gilles Notton, Marie Laure Nivet, Fabrice Motte, Alexis Fouilloy, et al.. Bounded global irradiation prediction based on multilayer perceptron and time series formalism. ELMA, May 2017, Sofia, Bulgaria. pp.82-85. ⟨hal-01635218⟩

Cyril Voyant, Fabrice Motte, Alexis Fouilloy, Gilles Notton, Christophe Paoli, et al.. Kalman filtering and classical time series tools for global radiation prediction. 4th International Conference on Energy, Sustainability and Climate Change, IRCC, Jun 2017, Santorin, Greece. ⟨hal-01635209⟩

Elio Rebillout, Gilles Notton, Cyril Voyant, Andrei Damian, Rodica Frunzulica, et al.. Solar potential for building integrated solar collectors: Application in Bulgaria, Romania & France. 15th Int. Conf. Electrical, Machines, Drives and Power Systems (IEEE), ELMA 2017, UTS, Jun 2017, Sofia, Bulgaria. pp.86-90. ⟨hal-01591615⟩

Gilles Notton, Marie Laure Nivet, Fabrice Motte, Cyril Voyant, Fouilloy Alexis, et al.. Tilos, the first autonomous renewable green island in Mediterranean: A Horizon 2020 project. 15th Int. Conf. Electrical, Machines, Drives and Power Systems (IEEE), ELMA 2017, Jun 2017, Sofia, Bulgaria. pp.102-105. ⟨hal-01591625⟩

Cédric Join, Michel Fliess, Cyril Voyant, Frédéric Chaxel. Solar energy production: Short-term forecasting and risk management. 8th IFAC Conference on Manufacturing Modelling, Management & Control, MIM 2016, Jun 2016, Troyes, France. ⟨10.1016/j.ifacol.2016.07.790⟩. ⟨hal-01272152v3⟩

Cyril Voyant, Cédric Join, Michel Fliess, Marie-Laure Nivet, Marc Muselli, et al.. On meteorological forecasts for energy management and large historical data: A first look. International Conference on Renewable Energies and Power Quality, ICREPQ'15, Mar 2015, La Coruña, Spain. ⟨hal-01093635v2⟩

Ted Soubdhan, Cyril Voyant, Philippe Lauret. INFLUENCE OF GLOBAL SOLAR RADIATION TYPICAL DAYS ON FORECASTING MODELS ERROR. The Third Southern African Solar Energy Conference (SASEC2015), May 2015, Kruger National Park, South Africa. ⟨hal-01099487⟩

Gilles Notton, Kahina Dahmani, Rabah Dizene, Cyril Voyant, Marie Laure Nivet, et al.. Estimating short time solar irradiation on a tilted plane from horizontal one using Artificial Neural Networks. Conference on Energy Efficiency and Agricultural Engineering, Nov 2015, Rousse, Bulgaria. pp. 380-392. ⟨hal-01243206⟩

Cédric Join, Cyril Voyant, Michel Fliess, Marc Muselli, Marie-Laure Nivet, et al.. Short-term solar irradiance and irradiation forecasts via different time series techniques: A preliminary study. 3rd International Symposium on Environment-Friendly Energies and Applications, EFEA 2014, Nov 2014, Paris, France. ⟨hal-01068569⟩

Cyril Voyant, Marie Laure Nivet, Christophe Paoli, Marc Muselli, Gilles Notton. Meteorological time series forecasting based on MLP modelling using heterogeneous transfer functions. International Conference on Mathematical Modeling in Physical Sciences 2014, Aug 2014, Madrid, Spain. ⟨hal-00984948⟩

Wani Tamas, Gilles Notton, Christophe Paoli, Cyril Voyant, Marie Laure Nivet. Prédiction de concentration horaire d'ozone et de PM10 avec des Réseaux de Neurones Artificiels. Séminaire Charmex SOP1, Jan 2014, Toulouse, France. ⟨hal-01062345⟩

Pierrick Haurant, Cyril Voyant, Marc Muselli, Marie Laure Nivet, Christophe Paoli. HOURLY GLOBAL RADIATION PREDICTION FROM GEOSTATIONARY SATELLITE DATAHOURLY GLOBAL RADIATION PREDICTION FROM GEOSTATIONARY SATELLITE DATA. EU PVSEC 2013, Sep 2013, France. ⟨hal-00865919⟩

Sylvain Cros, Olivier Liandrat, Nicolas Sébastien, Nicolas Schmutz, Cyril Voyant. CLEAR SKY MODELS ASSESSMENT FOR AN OPERATIONAL PV PRODUCTION FORECASTING SOLUTION. 28th European Photovoltaic Solar Energy Conference and Exhibition, Sep 2013, France. pp.5BV.4.69. ⟨hal-00870092⟩

Wani Tamas, Gilles Notton, Christophe Paoli, Cyril Voyant, Marie Laure Nivet, et al.. URBAN OZONE CONCENTRATION FORECASTING WITH ARTIFICIAL NEURAL NETWORK IN CORSICA. Sustainable Solutions for Energy and Environment. EENVIRO 2013, Sep 2013, Buchatrest, Romania. ⟨hal-00830375⟩

Cyril Voyant, Wani Tamas, Christophe Paoli, Aurélia Balu, Marc Muselli, et al.. Time series modeling with pruned multi-layer perceptron and 2-stage damped least-squares method. International Conference on Mathematical Modeling in Physical Sciences, IC-MSQUARE, Sep 2013, Czech Republic. pp.1. ⟨hal-00850687⟩

Cyril Voyant, Dahmani Kahina, Gilles Notton, Christophe Paoli, Marie Laure Nivet, et al.. The global radiation forecasting based on NWP or stochastic modeling: an objective criterion of choice. first International Conference on Nanoelectronics, Communications and Renewable Energy (ICNCRE'13), Sep 2013, Algeria. ⟨hal-00848844⟩

Kahina Dahmani, Gilles Notton, Rabah Dizene, Christophe Paoli, Cyril Voyant, et al.. Estimation of 5-min solar global irradiation on tilted planes by ANN method in Bouzareah, Algeria. Call for Papers The first International Conference on Nanoelectronics, Communications and Renewable Energy (ICNCRE'13), Sep 2013, Algeria. ⟨hal-00848841⟩

Christophe Paoli, Cyril Voyant, Marc Muselli, Marie Laure Nivet. Multi-horizon Irradiation Forecasting Using Time Series Models. 2013 ISES Solar World Congress, Nov 2013, Mexico. ⟨hal-00846839⟩

Philippe Lauret, Auline Rodler, Marc Muselli, Mathieu David, Hadja Maïmouna Diagne, et al.. A BAYESIAN MODEL COMMITTEE APPROACH TO FORECASTING GLOBAL SOLAR RADIATION. WREF 2012 : World Renewable Energy Forum, May 2012, Denver, United States. pp.1. ⟨hal-00682217⟩

Wani Tamas, Gilles Notton, Christophe Paoli, Jean Luc Savelli, Marie Laure Nivet, et al.. Atmospheric Pollutants concentration forecasting in Corsica. 3nd Charmex International Workshop, Nov 2012, Cargese, France. ⟨hal-00763976⟩

Christophe Paoli, Cyril Voyant, Marc Muselli, Marie Laure Nivet. Use of exogenous data to improve an artificial neural network dedicated to daily global radiation forecasting. International Conference on Environment and Electrical Engineering, May 2010, Prague, Czech Republic. pp.49-52. ⟨hal-00485887⟩

Cyril Voyant, Marc Muselli, Christophe Paoli, Marie Laure Nivet. Optimization of an artificial neural network (ANN) dedicated to the daily global radiation and PV plant production forecasting using exogenous data. 25th European Photovoltaic Solar Energy Conference and Exhibition / 5th World Conference on Photovoltaic Energy Conversion, Sep 2010, Valencia, Spain. pp.5022 - 5024. ⟨hal-00591306⟩

Christophe Paoli, Cyril Voyant, Marc Muselli, Marie Laure Nivet. Solar Radiation Forecasting Using Ad-Hoc Time Series Preprocessing and Neural Networks.. International Conference on Intelligent Computing (ICIC 2009), Sep 2009, Ulsan, North Korea. pp.898-907, ⟨10.1007/978-3-642-04070-2_95⟩. ⟨hal-00438781⟩

Cyril Voyant, Marc Muselli, Christophe Paoli, Marie Laure Nivet, Philippe Poggi, et al.. Predictability of PV power grid performance on insular sites without weather stations: use of artificial neural networks. 24th European Photovoltaic Solar Energy Conference, Sep 2009, Hamburg, Germany. pp.4141 - 4144, ⟨10.4229/24thEUPVSEC2009-5BV.2.35⟩. ⟨hal-00442312⟩

Gilles Notton, Cyril Voyant. Forecasting of Intermittent Solar Energy Resource. Imene Yahyaoui. Advances in Renewable Energies and Power Technologies, Elsevier Science, pp.77-109, 2018, Advances in Renewable Energies and Power Technologies, 978-012-8131855. ⟨hal-01759851⟩

Gilles Notton, Dahmani Kahina, Rabah Dizene, Marie Laure Nivet, Cyril Voyant, et al.. Application of ANN methods for solar radiation estimation. Gayle Cain. Artificial Neural Networks: New Research, Chapter 5, Nova Science Publishers, 2016, Computer Science, Technology and Applications, 978-1-63485-964-6. ⟨hal-01591551⟩

Cyril Voyant. Prédiction de séries temporelles de rayonnement solaire global et de production d'énergie photovoltaïque à partir de réseaux de neurones artificiels. Energie électrique. Université Pascal Paoli, 2011. Français. ⟨tel-00635298⟩

Cyril Voyant. La simulation numérique : de la prévision de l'irradiation solaire aux sciences du vivant. Recherche d'information [cs.IR]. Université de Corse Pascal Paoli, 2019. ⟨tel-02146041⟩