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Cyril Voyant

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Cyril

Publications

christophe-paoli

Solar irradiation forecasting with machine learning and computational methods for 3 weather variabilities

Fouilloy Alexis , Cyril Voyant , Fabrice Motte , Gilles Notton , Christophe Paoli
Energy, 2018, 165-A, pp.620-629
Article dans une revue hal-02449204v1

Multi-layer Perceptron and Pruning

Cyril Voyant , Christophe Paoli , Marie-Laure Nivet , Gilles Notton , Fouilloy Alexis
Turkish Journal of Forecasting, 2017, 1 (1), pp.1-8
Article dans une revue hal-01591425v1
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Uncertainties in global radiation time series forecasting using machine learning: The multilayer perceptron case

Cyril Voyant , Gilles Notton , Christophe Paoli , Alexis Fouilloy , Fabrice Motte
Energy, 2017, 125, pp.248-257. ⟨10.1016/j.energy.2017.02.098⟩
Article dans une revue hal-01470994v1
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Machine Learning methods for solar radiation forecasting: a review

Cyril Voyant , Gilles Notton , S. Kalogirou , Marie Laure Nivet , Christophe Paoli
Renewable Energy, 2017, 105, pp.569-582. ⟨10.1016/j.renene.2016.12.095⟩
Article dans une revue hal-01426321v1
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Hybridization of air quality forecasting models using machine learning and clustering: an original approach to detect pollutant peaks

Wani W. Tamas , Gilles Notton , Christophe Paoli , Marie-Laure Nivet , Cyril Voyant
Aerosol and Air Quality Research, 2016, 16 (2), pp.405-416. ⟨10.4209/aaqr.2015.03.0193⟩
Article dans une revue hal-01243171v1

Multilayer Perceptron Approach for estimating 5-min and hourly horizontal global radiation from exogenous meteorological data in locations without solar measurements.

Kahina Dahmani , Gilles Notton , C Voyant , Rabah Dizene , Christophe Paoli
Renewable Energy, 2016, 90, pp.267-290
Article dans une revue hal-01291893v1
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Forecasting method for global radiation time series without training phase: comparison with other well-known prediction methodologies

Cyril Voyant , Fabrice Motte , Fouilloy Alexis , Gilles Notton , Christophe Paoli
Energy, 2016, 120, pp.196-208. ⟨10.1016/j.energy.2016.12.118⟩
Article dans une revue hal-01423959v1

Meteorological time series forecasting based on MLP modelling using heterogeneous transfer functions.

Cyril Voyant , Marie Laure Nivet , Christophe Paoli , Marc Muselli , Gilles Notton
Journal of Physics: Conference Series, 2015, 3rd International Conference on Mathematical Modeling in Physical Sciences (IC-MSQUARE) Aug 2014 Madrid, 574 (1), pp.012064. ⟨10.1088/1742-6596/574/1/012064⟩
Article dans une revue hal-03041989v1
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Numerical weather prediction or stochastic modeling: an objective criterion of choice for the global radiation forecasting

Cyril Voyant , Gilles Notton , Christophe Paoli , Marie Laure Nivet , Marc Muselli
International Journal of Energy Technology and Policy, 2014
Article dans une revue hal-00934872v1
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Meteorological time series forecasting with pruned multi-layer perceptron and 2-stage Levenberg-Marquardt method

Cyril Voyant , Wani W. Tamas , Marie Laure Nivet , Gilles Notton , Christophe Paoli
International Journal of Modelling, Identification and Control, 2014
Article dans une revue hal-01020794v1
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Time series modeling and large scale global solar radiation forecasting from geostationary satellites data

Cyril Voyant , Pierrick Haurant , Marc Muselli , Christophe Paoli , Marie Laure Nivet
Solar Energy, 2014
Article dans une revue hal-00932955v1
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Bayesian rules and stochastic models for high accuracy prediction of solar radiation

Cyril Voyant , C. Darras , Marc Muselli , Christophe Paoli , Marie Laure Nivet
Applied Energy, 2013
Article dans une revue hal-00862981v1
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Multi-horizon solar radiation forecasting for Mediterranean locations using time series models

Cyril Voyant , Christophe Paoli , Marc Muselli , Marie Laure Nivet
Renewable and Sustainable Energy Reviews, 2013
Article dans une revue hal-00846823v1
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24-hours ahead global irradiation forecasting using Multi-Layer Perceptron

Cyril Voyant , Prisca Randimbivololona , Marie Laure Nivet , Christophe Paoli , Marc Muselli
Meteorological Applications, 2013, pp.1
Article dans une revue hal-00770249v1
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Hybrid methodology for hourly global radiation forecasting in Mediterranean area

Cyril Voyant , Marc Muselli , Christophe Paoli , Marie Laure Nivet
Renewable Energy, 2013, pp.1. ⟨10.1016/j.renene.2012.10.049⟩
Article dans une revue hal-00750486v1
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Numerical Weather Prediction (NWP) and hybrid ARMA/ANN model to predict global radiation

Cyril Voyant , Marc Muselli , Christophe Paoli , Marie Laure Nivet
Energy, 2012, 39 (1), pp.341-355. ⟨10.1016/j.energy.2012.01.006⟩
Article dans une revue hal-00657635v1
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Forecasting of preprocessed daily solar radiation time series using neural networks

Christophe Paoli , Cyril Voyant , Marc Muselli , Marie Laure Nivet
Solar Energy, 2010, 84 (12), pp.2146-2160. ⟨10.1016/j.solener.2010.08.011⟩
Article dans une revue hal-00537178v1

Forecasting of preprocessed daily solar radiation time series using neural networks

Christophe Paoli , Cyril Voyant , Marc Muselli , Marie Laure Nivet
Solar Energy, 2010, pp.1-15. ⟨10.1016/j.solener.2010.08.011⟩
Article dans une revue hal-00522627v1

Tilos, the first autonomous renewable green island in Mediterranean: A Horizon 2020 project

Gilles Notton , Marie Laure Nivet , Fabrice Motte , Cyril Voyant , Fouilloy Alexis
15th Int. Conf. Electrical, Machines, Drives and Power Systems (IEEE), ELMA 2017, Jun 2017, Sofia, Bulgaria. pp.102-105
Communication dans un congrès hal-01591625v1
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Kalman filtering and classical time series tools for global radiation prediction

Cyril Voyant , Fabrice Motte , Alexis Fouilloy , Gilles Notton , Christophe Paoli
4th International Conference on Energy, Sustainability and Climate Change, IRCC, Jun 2017, Santorin, Greece
Communication dans un congrès hal-01635209v1

Global irradiation interval forecasts based on artificial neural network

Alexis Fouilloy , Cyril Voyant , Gilles Notton , Marie Laure Nivet , Fabrice Motte
1st International web conference on forecasting, Oct 2017, Giresun, Turkey
Communication dans un congrès hal-01635195v1
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Bounded global irradiation prediction based on multilayer perceptron and time series formalism

Cyril Voyant , Gilles Notton , Marie Laure Nivet , Fabrice Motte , Alexis Fouilloy
ELMA, May 2017, Sofia, Bulgaria. pp.82-85
Communication dans un congrès hal-01635218v1

Estimating short time solar irradiation on a tilted plane from horizontal one using Artificial Neural Networks

Gilles Notton , Kahina Dahmani , Rabah Dizene , Cyril Voyant , Marie Laure Nivet
Conference on Energy Efficiency and Agricultural Engineering, Nov 2015, Rousse, Bulgaria. pp. 380-392
Communication dans un congrès hal-01243206v1
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Meteorological time series forecasting based on MLP modelling using heterogeneous transfer functions

Cyril Voyant , Marie Laure Nivet , Christophe Paoli , Marc Muselli , Gilles Notton
International Conference on Mathematical Modeling in Physical Sciences 2014, Aug 2014, Madrid, Spain
Communication dans un congrès hal-00984948v1
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The global radiation forecasting based on NWP or stochastic modeling: an objective criterion of choice

Cyril Voyant , Dahmani Kahina , Gilles Notton , Christophe Paoli , Marie Laure Nivet
first International Conference on Nanoelectronics, Communications and Renewable Energy (ICNCRE'13), Sep 2013, Algeria
Communication dans un congrès hal-00848844v1
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HOURLY GLOBAL RADIATION PREDICTION FROM GEOSTATIONARY SATELLITE DATAHOURLY GLOBAL RADIATION PREDICTION FROM GEOSTATIONARY SATELLITE DATA

Pierrick Haurant , Cyril Voyant , Marc Muselli , Marie Laure Nivet , Christophe Paoli
EU PVSEC 2013, Sep 2013, France
Communication dans un congrès hal-00865919v1
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Multi-horizon Irradiation Forecasting Using Time Series Models

Christophe Paoli , Cyril Voyant , Marc Muselli , Marie Laure Nivet
2013 ISES Solar World Congress, Nov 2013, Mexico
Communication dans un congrès hal-00846839v1
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Estimation of 5-min solar global irradiation on tilted planes by ANN method in Bouzareah, Algeria

Kahina Dahmani , Gilles Notton , Rabah Dizene , Christophe Paoli , Cyril Voyant
Call for Papers The first International Conference on Nanoelectronics, Communications and Renewable Energy (ICNCRE'13), Sep 2013, Algeria
Communication dans un congrès hal-00848841v1
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URBAN OZONE CONCENTRATION FORECASTING WITH ARTIFICIAL NEURAL NETWORK IN CORSICA

Wani W. Tamas , Gilles Notton , Christophe Paoli , Cyril Voyant , Marie Laure Nivet
Sustainable Solutions for Energy and Environment. EENVIRO 2013, Sep 2013, Buchatrest, Romania
Communication dans un congrès hal-00830375v1
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Time series modeling with pruned multi-layer perceptron and 2-stage damped least-squares method

Cyril Voyant , Wani W. Tamas , Christophe Paoli , Aurélia Balu , Marc Muselli
International Conference on Mathematical Modeling in Physical Sciences, IC-MSQUARE, Sep 2013, Czech Republic. pp.1
Communication dans un congrès hal-00850687v1

Use of exogenous data to improve an artificial neural network dedicated to daily global radiation forecasting

Christophe Paoli , Cyril Voyant , Marc Muselli , Marie Laure Nivet
International Conference on Environment and Electrical Engineering, May 2010, Prague, Czech Republic. pp.49-52
Communication dans un congrès hal-00485887v1
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Predictability of PV power grid performance on insular sites without weather stations: use of artificial neural networks

Cyril Voyant , Marc Muselli , Christophe Paoli , Marie Laure Nivet , Philippe Poggi
24th European Photovoltaic Solar Energy Conference, Sep 2009, Hamburg, Germany. pp.4141 - 4144, ⟨10.4229/24thEUPVSEC2009-5BV.2.35⟩
Communication dans un congrès hal-00442312v1
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Solar Radiation Forecasting Using Ad-Hoc Time Series Preprocessing and Neural Networks.

Christophe Paoli , Cyril Voyant , Marc Muselli , Marie Laure Nivet
International Conference on Intelligent Computing (ICIC 2009), Sep 2009, Ulsan, North Korea. pp.898-907, ⟨10.1007/978-3-642-04070-2_95⟩
Communication dans un congrès hal-00438781v1

Application of ANN methods for solar radiation estimation

Gilles Notton , Dahmani Kahina , Rabah Dizene , Marie Laure Nivet , Cyril Voyant
Gayle Cain. Artificial Neural Networks: New Research, Chapter 5, Nova Science Publishers, 2016, Computer Science, Technology and Applications, 978-1-63485-964-6
Chapitre d'ouvrage hal-01591551v1