Publications scientifiques
Articles dans une revue :
Neural Networks for Seasonal Groundwater Level Forecasting
Houa Bedjil, Guillaume Artigue, Jean Luchier, Rafik Ferraoun, Faustine Bousquet et al.
Inżynieria Mineralna, 2025, 3 (2), ⟨10.29227/IM-2025-02-03-24⟩
Deep Learning at Two Timescales: Dual Neural Networks for Predicting Fast Urban and Slow Karst Floods
Peniel Adounkpe, Valentin Wendling, Alain Dezetter, Bruno Arfib, Kalil Traoré, Guillaume Artigue et al.
Inżynieria Mineralna, 2025, 3 (2), ⟨10.29227/IM-2025-02-03-27⟩
A review of flash‐floods management: From hydrological modeling to crisis management
Salma Sadkou, Guillaume Artigue, Noémie Fréalle, Pierre-Alain Ayral, Séverin Pistre et al.
Journal of Flood Risk Management, 2024, 17 (3), pp.e12999. ⟨10.1111/jfr3.12999⟩
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, 2023, 9, pp.3693-3708. ⟨10.1007/s40808-022-01650-w⟩
A new simple statistical method for the unsupervised clustering of the hydrodynamic behavior at different boreholes. Analysis of the obtained clusters in relation to geological knowledge
Manon Erguy, Sébastien Morilhat, Guillaume Artigue, Julien Trincal, Anne Johannet et al.
Environmental Earth Sciences, 2023, 82 (19), pp.(2023) 82:451. ⟨10.1007/s12665-023-11066-z⟩
Changes in Mediterranean flood processes and seasonality
Yves Tramblay, Patrick Arnaud, Guillaume Artigue, Michel Lang, Emmanuel Paquet et al.
Hydrology and Earth System Sciences, 2023, 27 (15), pp.2973-2987. ⟨10.5194/hess-27-2973-2023⟩
Odour Nuisance: a New Methodology to Evaluate and Anticipate the Risk
Billy Pottier, Veronica Artigue, Jérôme Tixier, Sylvain Olivier, Mathilde Chaignaud et al.
Chemical Engineering Transactions, 2022, ISBN 978-88-95608-94-5, 95, pp.43-48. ⟨10.3303/CET2295008⟩
L’hydrogéologie karstique : des premiers concepts aux avancées récentes
Séverin Pistre, Hervé Jourde, Anne Johannet, Michel Bakalowicz, Véronique Léonardiet al.
Karstologia, 2022, 79, pp.61-66
Karst modelling challenge 1: Results of hydrological modelling
Pierre-Yves Jeannin, Guillaume Artigue, Christoph Butscher, Yong Chang, Jean-Baptiste Charlieret al.
Journal of Hydrology, 2021, 600, pp.126508. ⟨10.1016/j.jhydrol.2021.126508⟩
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
Water, 2021, 13 (12), pp.1690. ⟨10.3390/w13121690⟩
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⟩
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
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⟩
New Approach to Identifying Critical Initial Conditions for Extreme Flood Simulations in a Semicontinuous Simulation Framework
Zeimetz, F., Schaefli, B., Artigue, G. et al.
J. Hydrol. Eng., 2018, 23(8): 04018031
Swiss rainfall mass curves and their influence on extreme flood simulation
Zeimetz, F., Schaefli, B., Artigue, G. et al.
Water Resour Manage 32, 2625–2638 (2018). https://doi.org/10.1007/s11269-018-1948-y
Relevance of the correlation between precipitation and the 0°C isothermal altitude for extreme flood estimation
Fraenz Zeimetz, Bettina Schaefli, Guillaume Artigue, Javier García Hernández, Anton J. Schleiss
Journal of Hydrology, Volume 551, 2017, Pages 177-187, ISSN 0022-1694, https://doi.org/10.1016/j.jhydrol.2017.05.022
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⟩
Communications dans un congrès :
Régionalisation de modèles neuronaux appliquée aux aquifères fracturés et karstiques
Manon Erguy, Sébastien Morilhat, Guillaume Artigue, Julien Trincal, Anne Johannet et al.
Congrès EAU & IA, shf, Mar 2026, Grenoble, France
Coupling high resolution meteorological models with neural networks for flash flood forecasting: implementation on a Southern France basin
Sarah Gautier, Guillaume Artigue, Yves Tramblay, Anne Johannet
EGU General Assembly 2025, Apr 2025, Vienne, Austria. ⟨10.5194/egusphere-egu25-8432⟩
Making the Best Use of High-Resolution Meteorological Forecasts for Flash Flood Forecasting Using ANN: Case Study on the Gardon de Mialet Basin
Sarah Gautier, Guillaume Artigue, Yves Tramblay, Anne Johannet
SimHydro 2025: Which data for water and models?, Jun 2025, Nice, France
A Comparison Between Adam and Levenberg–Marquardt Optimizers for the Prediction of Extremes: Case Study for Flood Prediction with Artificial Neural Networks
Peniel Adounkpe, Valentin Wendling, Alain Dezetter, Bruno Arfib, Guillaume Artigue et al.
ITISE 2025 - 11th International Conference on Time Series and Forecasting, Jul 2025, Gran Canaria, Spain. pp.12, ⟨10.3390/engproc2025101012⟩
Apprendre aux machines à comprendre l'eau : Adapter l'IA à la complexité des hydrosystèmes
Anne Johannet, Guillaume Artigue, Séverin Pistre, Line Kong a Siou, Bob E. Saint Fleur
BlueArk Conférence 2025, Nov 2025, Le Châble (Verbier), Switzerland
Enhancing Flash Flood Forecasting and Understanding Hydrosystem Dynamics for Small Urban Basins in the framework of Explainable Artificial Intelligence– Case Study of the Cadereau d'Alès, Nîmes
Youness Hrour, Guillaume Artigue, Anne Johannet
IJCNN 2025 - International Joint Conference on Neural Networks, Jun 2025, Rome, France. pp.1-8, ⟨10.1109/IJCNN64981.2025.11227923⟩
Performance and intercomparison of two hydrogeological models (semi-physical and neural networks) to forecast groundwater floods of a fractured karst aquifer. Case study of the Cadarache site of the French Alternative Energies and Atomic Energy center
Manon Erguy, Sébastien Morilhat, Guillaume Artigue, Julien Trincal, Anne Johannet et al.
Eurokarst 2024, Jun 2024, Rome, Italy
Flash flood and vigilance forecasting of a complex, anthropogenic karst hydrosystem using neural networks. Application to the Las coastal river at Toulon (South-East France)
Peniel Adounkpe, Romane Berthelin, Valentin Wendling, Guillaume Artigue, A. Dezetteret al.
Eurokarst 2024, Jun 2024, Rome, Italy
Toward a Better Consideration of Hydro-Meteorological Information for Flash-Flood Crisis Management Through Machine Learning Models
Salma Sadkou, Guillaume Artigue, Noémie Fréalle, Pierre-Alain Ayral, Séverin Pistre et al.
2nd MedGU - International conference on Mediterranean Geosciences Union, Nov 2022, Marrakesh, Morocco. pp.83-85, ⟨10.1007/978-3-031-47079-0_19⟩
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⟩
Long term monitoring of a Mediterranean karst system under water supply exploitation. 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 - 3. European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, France
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. ⟨10.5194/iahs2022-379⟩
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 - Savoie Mont Blanc 2022, Jul 2022, Le Bourget-du-Lac, France
Odour nuisance: decision support tools to anticipate and represent levels of odour nuisance on a territory
Billy Pottier, Veronica Artigue, Jérôme Tixier, Sylvain Olivier, Jean-Louis Fanlo
ESREL 2020 - The 30th European Safety and Reliability Conference ; PSAM 15 - 15th Probabilistic Safety Assessment and Management Conference, Nov 2020, Venise, Italy. ⟨10.3850/978-981-14-8593-0_5139-cd⟩
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
Quantification of Neural Network Uncertainties on the Hydrogeological Predictions by Probability Density Functions
Nicolas Akil, Guillaume Artigue, Michael Savary, Anne Johannet, Marc Vinches
WMESS 2019 - 5th World Multidisciplinary Earth Sciences Symposium, Sep 2019, Prague, Czech Republic. ⟨10.1088/1755-1315/362/1/012112⟩
Using average velocities of deep-seated landslides to develop intensity-frequency scenarios
Michel Jaboydedoff, Zar Chi Aye, Marc-Henri Derron, Veronica Artigue, Christian Gerber, Sébastien Lévy
Proceedings of Geohazards 7 Conference - Engineering resiliency in a changing climate, 2018.
Using average velocities of deep-seated landslides to develop intensity-frequency scenarios
Michel Jaboyedoff, Zar Chi Aye, Veronica Artigue, Marc-Henri Derron, Christian Gerber and Sebastien Levy
EGU General Assembly 2018, Apr. 2018, Vienne, Austria.
Passer de la vitesse moyenne des glissements profond à des scénarios intensité-fréquence
Jaboyedoff, V. Artigue, Z. C. Aye, M.H. Derron, C. Gerber et S. Lévy
Journée des Aléas Gravitaire (JAG) 23 -24 octobre 2017, Besançon
An open-source webGIS platform for risk management of natural hazards in Canton Vaud
Aye Z.C., Artigue V., Jaboyedoff M., Derron M., Gerber C., Lévy S.
15th Swiss Geoscience Meeting, Davos, 17th – 18th November 2017
From the average velocities of deep seated landslides to intensity-frequency scenarios
Jaboydedoff M., Artigue V., Aye Z.C., Derron M.-H., Gerber C., Lévy S.
15th Swiss Geoscience Meeting, Davos, 17th – 18th November 2017
Hydrological forecasting on glacier systems: Temperature forecasting corrections
K.Cros and A.J. Schleiss, G. Artigue and F. Jordan
Hydro 2016 – Montreux
Prévisions saisonnières des débits : méthode et mise en œuvre
Artigue G. et al.
Journées SHF Glaciologie - Nivologie - Hydrologie de Montagne 20 et 21 mars 2014- Grenoble
Gêne olfactive : de l’évaluation à la prédiction
Popa (Artigue) V., Despres JF, Tixier J., Leone F., Fanlo JL
Odeurs & COV : de l’évaluation de l’impact à une gestion intelligente des installations industrielles, Alès, 2012
Evaluation du ressenti des populations soumises à des ambiances odorantes
Popa (Artigue) V., Jaubert JN, Tixier J., Dusserre G., Leone F., Fanlo JL,
Conférence Colloque ATMOS’Fair Paris 21-22 juin 2011
Flash floods forecasting without rainfalls forecasts by recurrent neural networks. Case study on the Mialet basin (Southern France)
Artigue, G., Johannet, A., Borrell, V., Pistre, S.
Proceedings of the third world congress on nature and biologically inspired computing, NABIC 2011, Salamanca, Spain, pp. 303-310, doi : 10.1109/NaBIC.2011.6089612.
Poster de conférence :
Interpretation of cumulative frequency distribution curves of groundwater levels can bring information about the hydrodynamic properties of a karstified aquifer
Romane Berthelin, Manon Erguy, Paul Bareix, Sébastien Morilhat, Guillaume Artigue et al.
Eurokarst 2024, Jun 2024, Rome, Italy. 2024
Jumeaux Numériques d’Hydrosystèmes pour la Gestion des Crues : Ombre numérique ou véritable jumeau numérique ?
Peniel Adounkpe, Guillaume Artigue, Romane Berthelin, A. Dezetter, Octavian Dobricean et al.
Séminaire IMT « Data Analytics & Artificial Intelligence », Nov 2024, Nantes, France. 2024
Monitoring global changes and water management strategies in Mediterranean mountain environments: hydro-socio-eco-meteorological observations in the Cévennes Mountains (Southeast France)
Valentin Wendling, Pierre-Alain Ayral, Juliette Cerceau, Judicaël Arnaud, Guillaume Artigue et al.
2nd TERENO-OZCAR Conference, Sep 2023, Bonn, Germany. 2023
Labcom Hydr.IA: a joint Company-Academic laboratory to develop new flood forecasting services. Case Study on the Nîmes Flash-Floods (Southeastern France)
Romane Berthelin, Peniel Adounkpe, Guillaume Artigue, Nanée Chahinian, A. Dezetter et al.
AGU 2023, Dec 2023, San Francisco, United States. 2023
Long term monitoring of a Mediterranean karst system used for water supply. Implication for the characterizationand modelling of its dynamics. Case of the Lez karst system (MEDYCYSS Observatory)
Christelle Batiot-Guilhe, Aubin Allies, Guillaume Artigue, Pierre-Alain Ayral, Vincent Bailly-Comte et al.
Eurokarst 2022 - 3. European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022
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
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.
Inventory of shallow landslides in regard with their frequency in the Canton of Vaud (Switzerland).
Cedric Meier, Marc-Henri Derron, Michel Jaboyedoff, Christian Gerber and Veronica Artigue
EGU General Assembly 2018, Apr. 2018, Vienne, Austria.
Inventory of shallow landslides in regards to their frequency in the Canton of Vaud (Switzerland)
Meier C., Derron M., Jaboyedoff M., Gerber C., Artigue V.
15th Swiss Geoscience Meeting, Davos, 17th – 18th November 2017
Integrated risk management and communication: case study of Canton Vaud (Switzerland)
Veronica Artigue, Zar Chi Aye, Christian Gerber, Marc-Henri Derron, and Michel Jaboyedoff
EGU General Assembly 2017, Apr. 2017, Vienne, Austria.
Online Prediction Tool for Hydropower Energy (OPT-HE)
F. Jordan, G. Artigue, K. Cros, C.-A. Loetscher, O. Etter, Prof. Dr A. Schleiss
2017 SCCER-SoE Annual Conference 2017, Birmensdorf
Development of a methodology for extreme flood estimation
Fränz Zeimetz, J. Garcìa Hernàndez, F. Jordan, G. Artigue, J.-A. Hertig†, J.-M. Fallot, R. Receanu, A. J. Schleiss
2016 SCCER-SoE Annual Conference 2016, Sion
Flood forecasting initialization enhancement
K. Cros, G. Artigue, F. Jordan, A.J. Schleiss
2015 SCCER-SoE Annual Conference 2015, Neuchâtel
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
Chapitre d'ouvrage :
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⟩
Thèses :
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 : ⟩
Méthode prédictive d'évaluation de la gêne olfactive sur un territoire soumis à une activité industrielle. Approche du potentiel de nuisance et analyse de la vulnérabilité du territoire
Veronica Popa (Artigue)
Géographie, Aménagement, Espace. Université Montpellier 3, 2013. Français.