Recent research activities
Publications
Doctoral thesis
Habilitation
Recent articles
MC. Sorkun, ÖD. İncel, C. Paoli, Time series forecasting on multivariate solar radiation data using deep learning (LSTM), Turkish Journal of Electrical Engineering & Computer Sciences 28 (1), 211-223, (IF2018 0,625; IF5 ans 0,708), 2020. https://doi.org/10.3906/elk-1907-218
A. Fouilloy, C. Voyant, G. Notton, F. Motte, C Paoli, ML Nivet, E Guillot, Solar irradiation prediction with machine learning: Forecasting models selection method depending on weather variability, Energy 165, 620-629, (IF2017 4,968; IF5 ans 5,582, HIndex:60), 2018.https://doi.org/10.1016/j.energy.2018.09.116
G. Notton, ML. Nivet, C. Voyant, C. Paoli, C Darras, F Motte, A Fouilloy, Intermittent and stochastic character of renewable energy sources: Consequences, cost of intermittence and benefit of forecasting, Renewable and Sustainable Energy Reviews 87, 96-105, (IF2017 9,184; IF5 ans 10,093, HIndex:193), 2018. https://doi.org/10.1016/j.rser.2018.02.007
C. Voyant, G. Notton, S. Kalogirou, ML. Nivet, C. Paoli, F. Motte, A. Fouilloy, Machine learning methods for solar radiation forecasting: A review, Renewable Energy 105, 569-582, 41 (IF2016 4,357; IF5 ans 4,825, Hindex:60), 2017. https://doi.org/10.1016/j.renene.2016.12.095
C. Voyant, F. Motte, A. Fouilloy, G. Notton, C. Paoli, ML. Nivet, Forecasting method for global radiation time series without training phase: Comparison with other well-known prediction methodologies, Energy 120, 199-208, 3, 2017 (IF2016 4,520; IF5 ans 5,182, HIndex:60). https://doi.org/10.1016/j.energy.2016.12.118
C. Voyant, G. Notton, C. Darras, A. Fouilloy, F. Motte, C. Paoli, Uncertainties in global radiation time series forecasting using machine learning: The multilayer perceptron case, Energy 125, 248-257, (IF2016 4,520; IF5 ans 5,182, HIndex:60), 2017. https://doi.org/10.1016/j.energy.2017.02.098
K. Dahmani, G. Notton, C. Voyant, R. Dizene, ML. Nivet, C. Paoli, W. Tamas, Multilayer Perceptron approach for estimating 5-min and hourly horizontal global irradiation from exogenous meteorological data in locations without solar measurements, Renewable Energy 90, 267-282 (IF2016 4,357; IF5 ans 4,825, Hindex:60), 2016. https://doi.org/10.1016/j.renene.2016.01.013
W. Tamas, G. Notton, C. Paoli, ML. Nivet, C.V oyant, « Hybridization of Air Quality Forecasting Models Using Machine Learning and Clustering: An Original Approach to Detect Pollutant Peaks », Aerosol and Air Quality Research, 16 (2), 405-416 (IF2014 2,094, IF5 ans 2.16, HIndex:23), 2016. https://doi.org/10.4209/aaqr.2015.03.0193
Research projects
Since 2021: Researcher within the scientific project funded by ANR-21-CE04-0014-03 SAPHiR (Sensor Augmented weather Prediction at High Resolution) ~ € 300k, 23 teacher-researchers involved, 3 partners - Prediction of stormy episodes intense by exploiting the results of a numerical prediction system, meteorological sensor networks, satellite observations and also ad hoc local sensor networks via machine learning techniques. In charge of relations with industry and international cooperation, saphir.universita.corsica.
Since 2021: Associate researcher at the Center for French Civilization and Francophone Studies at the University of Warsaw - coordinator of a scientific project on the ethical issues of algorithms and artificial intelligence.
2015 to 2017: European research project Horizon 2020: Low Carbon Energy Local / small-scale storage LCE-08-2014) TILOS, ~ 11 M €: "Technology Innovation for the Local Scale, Optimum Integration of Battery Energy Storage ”. The TILOS research project aims to develop and operate an intelligent, innovative hybrid system using solar and wind energy that will cover the electricity needs of the inhabitants of the island of Tilos in Greece through a storage system - 13 partners academics, industrialists or electricity operators from 7 European countries, https://www.tiloshorizon.eu.
2013 to 2015: Hubert Curien program (PHC) PLATON 2013, Project 30355UE, ~ 10k € Development of sustainable models of energy and water supply for the Mediterranean islands by use of renewable energies .
2010 to 2017: Research collaboration contract with the association Qualitair Corse for the development of a pollutant forecasting tool.
2010 to 2012: European project "Implementation of E-Learning Content for Energy Saving Farm into Vocational Education: ECEVE", the objective of which was the creation of interactive content in the field of renewable energy resources, in cooperation with 5 European institutions , 280 k €.
2000 to 2003: International research contract N °: F61775-00-C0002, project 00-4005, item 0003: “Validation of VHDL description”, funded by EOARD: “European Office of Air Force Research and Development ”, ~ € 15k.