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Guillaume Artigue



*Teacher and researcher in hydrology, hydrometeorology and hydrogeology at IMT Mines Alès* **Research :** - Simulating, forecasting and understanding hydrosystems using artificial intelligence, statistics and physically-based modeling for droughts, underground water and floods. - Specialized in mediterranean flash flood events. - Willing to develop my research towards hydrometeorological coupling. **Teaching :** - Teaching hydrology, hydrogeology, hydropower production and GIS at IMT Mines Alès **Education and experience :** - 2006 Geology Bachelor (Montpellier University) - 2007 Geology Maîtrise (Montpellier University) - 2009 Geography (Natural Hazards and Catastrophes Management) Master (Montpellier University) - 2010-2013 Co-founder and consultant hydrology and natural hazards management for Keraunos SAS (Company of the French Observatory of Tornadoes and Severe Storms) - 2012 PhD in Hydrology "*Flash flood forecasting with neural networks: generalizing to ungauged basins*" (Montpellier University) - 2013-2017 Scientific and Modeling Manager at Hydrique (Lausanne, Switzerland) - in charge of the enhancement of hydrological forecasts for hydropower production and flood management / Post Doc in Ecole Polytechnique Fédérale de Lausanne (EPFL) on seasonal hydrological forecasts for hydropower production. - 2017 Key Account Manager at EPFL Innovation Park - 2018- Teacher and Researcher at IMT Mines Alès


Towards a better consideration of rainfall and hydrological spatial features by a deep neural network model to improve flash floods forecasting: case study on the Gardon basin, France

Bob E. Saint Fleur , Sam Allier , Emilien Lassara , Antoine Rivet , Guillaume Artigue et al.
Modeling Earth Systems and Environment, inPress, ⟨10.1007/s40808-022-01650-w⟩
Journal articles hal-03935277v1

L’hydrogéologie karstique : des premiers concepts aux avancées récentes

Séverin Pistre , Hervé Jourde , Anne Johannet , Michel Bakalowicz , Véronique Léonardi et al.
KARSTOLOGIA, 2022, 79, pp.61-66
Journal articles hal-03887198v1
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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)

Guillaume Bertrand , Alex Ponçot , Benjamin Pohl , Alexandre Lhosmot , Marc Steinmann et al.
Science of the Total Environment, 2021, 754, 141931 (55 p.). ⟨10.1016/j.scitotenv.2020.141931⟩
Journal articles insu-02921354v1
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A Hydrological Digital Twin by Artificial Neural Networks for Flood Simulation in Gardon de Sainte-Croix Basin, France

Çağri Alperen İnan , Guillaume Artigue , Bedri Kurtulus , Séverin Pistre , Anne Johannet et al.
IOP Conference Series: Earth and Environmental Science, 2021, 7th World Multidisciplinary Earth Sciences Symposium (WMESS 2021) 6th-10th September 2021, Prague, Czech Republic, 906, pp.012112. ⟨10.1088/1755-1315/906/1/012112⟩
Journal articles hal-03472284v1
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Uncertainty Estimation in Hydrogeological Forecasting with Neural Networks: Impact of Spatial Distribution of Rainfalls and Random Initialization of the Model

Nicolas Akil , Guillaume Artigue , Michaël Savary , Anne Johannet , Marc Vinches et al.
Water, 2021, 13 (12), pp.1690. ⟨10.3390/w13121690⟩
Journal articles hal-03264934v1
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Karst modelling challenge 1: Results of hydrological modelling

Pierre-Yves Jeannin , Guillaume Artigue , Christoph Butscher , Yong Chang , Jean-Baptiste Charlier et al.
Journal of Hydrology, 2021, 600, pp.126508. ⟨10.1016/j.jhydrol.2021.126508⟩
Journal articles hal-03265800v1
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Flash flood forecasting in poorly gauged basins using neural networks: case study of the Gardon de Mialet basin (southern France)

Guillaume Artigue , A. Johannet , V Borrell , S. Pistre
Natural Hazards and Earth System Sciences, 2012, 12, pp.3307 - 3324. ⟨10.5194/nhess-12-3307-2012⟩
Journal articles hal-02365588v1

Towards a flash flood forecasting model for local crisis managers

Salma Sadkou , Guillaume Artigue , Pierre-Alain Ayral , Séverin Pistre , Sophie Sauvagnargues et al.
AISH 2022 - XIème Assemblée Scientifique de l’Association Internationale des Sciences Hydrologiques, May 2022, Montpellier, France
Conference papers hal-03707341v1

Hydrogeological Behaviour Characterization of the Foussoubie Karst Network using Statistical Approaches

Manon Erguy , Judicaël Arnaud , Anne Johannet , Séverin Pistre , Didier Cailhol et al.
18th International Congress of Speleology, Jul 2022, Le Bourget du Lac, France
Conference papers hal-03466605v1

Application of statistical approaches to piezometry to improve the understanding of the karst aquifer hydrodynamic behavior at the Cadarache CEA center (France)

Manon Erguy , Sébastien Morilhat , Guillaume Artigue , Julien Trincal , Anne Johannet et al.
Eurokarst 2022 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. ⟨10.1007/978-3-031-16879-6_10⟩
Conference papers hal-03715042v1
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Quantification of Neural Network Uncertainties on the Hydrogeological Predictions by Probability Density Functions

Nicolas Akil , Guillaume Artigue , Michael Savary , Anne Johannet , Marc Vinches et al.
WMESS 2019 - 5th World Multidisciplinary Earth Sciences Symposium, Sep 2019, Prague, Czech Republic. ⟨10.1088/1755-1315/362/1/012112⟩
Conference papers hal-02366200v1
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Knowledge Extraction (KnoX) in Deep Learning: Application to the Gardon de Mialet Flash Floods Modelling

Bob E. Saint Fleur , Guillaume Artigue , Anne Johannet , Séverin Pistre
ITISE 2019 - International Conference on Time Series and Forecasting, Sep 2019, Granada, Spain
Conference papers hal-02462501v1
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Coupling numerical approaches for a deeper assessment of karst groundwater vulnerability

Vianney Sivelle , Hervé Jourde , Pierre Fischer , Yohann Cousquer , Mohammed Aliouache et al.
Eurokarst 2022 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022
Conference poster hal-03715038v1

Long term monitoring of a Mediterranean karst system used for water supply. Implication for the characterization and modelling of its dynamics. Case of the Lez karst system (MEDYCYSS Observatory)

Christelle Batiot-Guilhe , Aubin Alliès , Guillaume Artigue , Pierre-Alain Ayral , Vincent Bailly-Comte et al.
Eurokarst 2022 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022
Conference poster hal-03715027v1
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Neural network flash flood forecasting : generalizing to ungauged basins

Guillaume Artigue , Anne Johannet , Valérie Borell-Estupina , Séverin Pistre
EGU General Assembly 2019, Apr 2019, Vienne, Austria. EGU General Assembly 2019, 2019
Conference poster hal-02510794v1
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Flood forecasting with machine Learning, data Assimilation and Semi-pHysical modeling

Yann Visserot , Guillaume Artigue , Pierre-Alain Ayral , Audrey Bornancin-Plantier , Anne Johannet et al.
ERAD 2012 - The 7th European Conference on radar in Meteorology and Hydrology, Jun 2012, Toulouse, France. 35, pp.178 - 189, 2012
Conference poster hal-03341863v1
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Deep Multilayer Perceptron for Knowledge Extraction: Understanding the Gardon de Mialet Flash Floods Modeling

Bob E. Saint Fleur , Guillaume Artigue , Anne Johannet , Séverin Pistre
Theory and Applications of Time Series Analysis - Selected Contributions from ITISE 2019, Springer International Publishing, pp.333-348, 2020, Contributions to Statistics, 978-3-030-56219-9. ⟨10.1007/978-3-030-56219-9_22⟩
Book sections hal-03411377v1
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Prévision des Crues Éclair par Réseaux de Neurones : Généralisation aux Bassins non Jaugés

Guillaume Artigue
Hydrologie. Université Montpellier 2 Sciences et Techniques du Languedoc, 2012. Français. ⟨NNT : ⟩
Theses tel-01883033v1