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Guillaume Artigue

Teacher and researcher in hydrology, hydrometeorology and hydrogeology. Simulating, forecasting and understanding hydrosystems using artificial intelligence and physically-based modeling. Specialized in mediterranean flash flood events.

Journal articles4 documents

  • Guillaume Bertrand, Alex Ponçot, Benjamin Pohl, Alexandre Lhosmot, Marc Steinmann, et al.. Statistical hydrology for evaluating peatland water table sensitivity to simple environmental variables and climate changes application to the mid-latitude/altitude Frasne peatland (Jura Mountains, France). Science of the Total Environment, Elsevier, 2021, 754, 141931 (55 p.). ⟨10.1016/j.scitotenv.2020.141931⟩. ⟨insu-02921354⟩
  • Pierre-Yves Jeannin, Guillaume Artigue, Christoph Butscher, Yong Chang, Jean-Baptiste Charlier, et al.. Karst modelling challenge 1: Results of hydrological modelling. Journal of Hydrology, Elsevier, 2021, 600, pp.126508. ⟨10.1016/j.jhydrol.2021.126508⟩. ⟨hal-03265800⟩
  • Nicolas Akil, Guillaume Artigue, Michaël Savary, Anne Johannet, Marc Vinches. Uncertainty Estimation in Hydrogeological Forecasting with Neural Networks: Impact of Spatial Distribution of Rainfalls and Random Initialization of the Model. Water, MDPI, 2021, 13 (12), pp.1690. ⟨10.3390/w13121690⟩. ⟨hal-03264934⟩
  • Guillaume Artigue, A. Johannet, V Borrell, S. Pistre. Flash flood forecasting in poorly gauged basins using neural networks: case study of the Gardon de Mialet basin (southern France). Natural Hazards and Earth System Sciences, Copernicus Publ. / European Geosciences Union, 2012, 12, pp.3307 - 3324. ⟨10.5194/nhess-12-3307-2012⟩. ⟨hal-02365588⟩

Conference papers2 documents

  • Bob Saint Fleur, Guillaume Artigue, Anne Johannet, Séverin Pistre. Knowledge Extraction (KnoX) in Deep Learning: Application to the Gardon de Mialet Flash Floods Modelling. ITISE 2019 - International Conference on Time Series and Forecasting, Sep 2019, Granada, Spain. ⟨hal-02462501⟩
  • Nicolas Akil, Guillaume Artigue, Michael Savary, Anne Johannet, Marc Vinches. Quantification of Neural Network Uncertainties on the Hydrogeological Predictions by Probability Density Functions. WMESS 2019 - 5th World Multidisciplinary Earth Sciences Symposium, Sep 2019, Prague, Czech Republic. ⟨10.1088/1755-1315/362/1/012112⟩. ⟨hal-02366200⟩

Poster communications2 documents

  • Guillaume Artigue, Anne Johannet, Valérie Borell-Estupina, Séverin Pistre. Neural network flash flood forecasting : generalizing to ungauged basins. EGU General Assembly 2019, Apr 2019, Vienne, Austria. EGU General Assembly 2019, 2019. ⟨hal-02510794⟩
  • Yann Visserot, Guillaume Artigue, Pierre-Alain Ayral, Audrey Bornancin-Plantier, Anne Johannet, et al.. Flood forecasting with machine Learning, data Assimilation and Semi-pHysical modeling. ERAD 2012 - The 7th European Conference on radar in Meteorology and Hydrology, Jun 2012, Toulouse, France. 35, pp.178 - 189, 2012, ⟨10.1007/s10489-010-0210-y⟩. ⟨hal-03341863⟩

Book sections1 document

  • Bob Saint Fleur, Guillaume Artigue, Anne Johannet, Séverin Pistre. Deep Multilayer Perceptron for Knowledge Extraction: Understanding the Gardon de Mialet Flash Floods Modeling. Theory and Applications of Time Series Analysis - Selected Contributions from ITISE 2019, pp.333-348, 2020, 978-3-030-56219-9. ⟨10.1007/978-3-030-56219-9_22⟩. ⟨hal-03080357⟩

Theses1 document

  • Guillaume Artigue. Prévision des Crues Éclair par Réseaux de Neurones : Généralisation aux Bassins non Jaugés. Hydrologie. Université Montpellier 2 Sciences et Techniques du Languedoc, 2012. Français. ⟨tel-01883033⟩