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    45

    CV


    Cyril


    "Gilles Notton"   

    Journal articles21 documents

    • 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⟩
    • 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⟩
    • 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⟩
    • 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⟩
    • 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, 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⟩
    • 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, 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, In press. ⟨hal-01741926⟩
    • 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⟩
    • 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, 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, 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⟩
    • 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⟩
    • 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, 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⟩
    • 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⟩
    • 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, 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⟩

    Conference papers21 documents

    • 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⟩
    • 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⟩
    • 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⟩
    • 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⟩
    • 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⟩
    • 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, 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⟩
    • 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⟩
    • Fouilloy Alexis, Gilles Notton, Cyril Voyant, Marie Laure Nivet, Fabrice Motte, et al.. Global irradiation interval forecasts based on artificial neural network. 1st International Web Conference on Forecasting – IWCF’2017, Oct 2017, Giresun University, Forecast Research Laboratory Turkey. ⟨hal-01759920⟩
    • 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⟩
    • 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⟩
    • 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⟩
    • 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⟩
    • 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, 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⟩
    • 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⟩

    Book sections3 documents

    • 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, Cyril Voyant. Prediction of renewable intermittent wind and solar production. Imene Yahyaoui. Advances in Renewable Energies and Power Technologies, In press, 9780128131855. ⟨hal-01670124⟩
    • 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⟩