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Number of documents

7

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 articles2 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⟩
  • 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, European Geosciences Union, 2012, 12, pp.3307 - 3324. ⟨10.5194/nhess-12-3307-2012⟩. ⟨hal-02365588⟩

Conference papers2 documents

  • 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⟩
  • 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⟩

Poster communications1 document

  • 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⟩

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⟩