Guillaume Artigue Guillaume ArtigueHydrologue et hydrogéologue chez MGVA Ingénierie

Présentation

Publications

Article dans une revue (12)

Neural Networks for Seasonal Groundwater Level Forecasting Houa Bedjil,Guillaume Artigue,Jean Luchier,Rafik Ferraoun,Faustine Bousquetet al. Inżynieria Mineralna, 2025, 3 (2), ⟨10.29227/IM-2025-02-03-24⟩ Article dans une revue hal-05483340v1
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 Traoréet al. Inżynieria Mineralna, 2025, 3 (2), ⟨10.29227/IM-2025-02-03-27⟩ Article dans une revue hal-05360721v1
A review of flash‐floods management: From hydrological modeling to crisis management Salma Sadkou,Guillaume Artigue,Noémie Fréalle,Pierre-Alain Ayral,Séverin Pistreet al. Journal of Flood Risk Management, 2024, 17 (3), pp.e12999. ⟨10.1111/jfr3.12999⟩ Article dans une revue hal-04602210v1
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 Artigueet al. Modeling Earth Systems and Environment, 2023, 9, pp.3693-3708. ⟨10.1007/s40808-022-01650-w⟩ Article dans une revue hal-03935277v1
Changes in Mediterranean flood processes and seasonality Yves Tramblay,Patrick Arnaud,Guillaume Artigue,Michel Lang,Emmanuel Paquetet al. Hydrology and Earth System Sciences, 2023, 27 (15), pp.2973-2987. ⟨10.5194/hess-27-2973-2023⟩ Article dans une revue hal-04074744v1
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 Johannetet al. Environmental Earth Sciences, 2023, 82 (19), pp.(2023) 82:451. ⟨10.1007/s12665-023-11066-z⟩ Article dans une revue hal-04200590v1
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 Article dans une revue hal-03887198v1
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⟩ Article dans une revue hal-03265800v1
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⟩ Article dans une revue hal-03264934v1
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⟩ Article dans une revue hal-03472284v1
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 Steinmannet al. Science of the Total Environment, 2021, 754, 141931 (55 p.). ⟨10.1016/j.scitotenv.2020.141931⟩ Article dans une revue insu-02921354v1
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⟩ Article dans une revue hal-02365588v1

Communication dans un congrès (15)

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 Communication dans un congrès hal-05483245v1
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 Artigueet al. ITISE 2025 - 11th International Conference on Time Series and Forecasting, Jul 2025, Gran Canaria, Spain. pp.12, ⟨10.3390/engproc2025101012⟩ Communication dans un congrès hal-05208914v1
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⟩ Communication dans un congrès hal-05049025v1
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 Communication dans un congrès hal-05483319v1
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⟩ Communication dans un congrès hal-05476154v1
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 Communication dans un congrès hal-04625529v1
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 Johannetet al. Eurokarst 2024, Jun 2024, Rome, Italy Communication dans un congrès hal-04625599v1
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 Pistreet al. 2nd MedGU - International conference on Mediterranean Geosciences Union, Nov 2022, Marrakesh, Morocco. pp.83-85, ⟨10.1007/978-3-031-47079-0_19⟩ Communication dans un congrès hal-04592621v1
Towards 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 Pistreet al. MedGU-22 - Mediterranean Geosciences Union Annual Meeting, Nov 2022, Marrakech, Morocco Communication dans un congrès hal-04209882v1
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 Johannetet al. Eurokarst 2022 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. ⟨10.1007/978-3-031-16879-6_10⟩ Communication dans un congrès hal-03715042v1
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-Comteet al. Eurokarst 2022 - 3. European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, France Communication dans un congrès hal-04575694v1
Towards a flash flood forecasting model for local crisis managers Salma Sadkou,Guillaume Artigue,Pierre-Alain Ayral,Séverin Pistre,Sophie Sauvagnargueset al. AISH 2022 - XIème Assemblée Scientifique de l’Association Internationale des Sciences Hydrologiques, May 2022, Montpellier, France. ⟨10.5194/iahs2022-379⟩ Communication dans un congrès hal-03707341v1
Hydrogeological Behaviour Characterization of the Foussoubie Karst Network using Statistical Approaches Manon Erguy,Judicaël Arnaud,Anne Johannet,Séverin Pistre,Didier Cailholet al. 18th International Congress of Speleology - Savoie Mont Blanc 2022, Jul 2022, Le Bourget-du-Lac, France Communication dans un congrès hal-03466605v1
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 Communication dans un congrès hal-02462501v1
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⟩ Communication dans un congrès hal-02366200v1

Poster de conférence (8)

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 Artigueet al. Eurokarst 2024, Jun 2024, Rome, Italy. 2024 Poster de conférence hal-04625610v1
Jumeaux Numériques d’Hydrosystèmes pour la Gestion des Crues : Ombre numérique ou véritable jumeau numérique ? Peniel Adounkpe,Guillaume Artigue,Romane Berthelin,A. Dezetter,Octavian Dobriceanet al. Séminaire IMT « Data Analytics & Artificial Intelligence », Nov 2024, Nantes, France. 2024 Poster de conférence hal-05032952v1
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 Artigueet al. 2nd TERENO-OZCAR Conference, Sep 2023, Bonn, Germany. 2023 Poster de conférence hal-04285490v1
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. Dezetteret al. AGU 2023, Dec 2023, San Francisco, United States. 2023 Poster de conférence hal-04343943v1
Coupling numerical approaches for a deeper assessment of karst groundwater vulnerability Vianney Sivelle,Hervé Jourde,Pierre Fischer,Yohann Cousquer,Mohammed Aliouacheet al. Eurokarst 2022 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022 Poster de conférence hal-03715038v1
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-Comteet al. Eurokarst 2022 - 3. European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022 Poster de conférence hal-03715027v1
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 Poster de conférence hal-02510794v1
Flood forecasting with machine Learning, data Assimilation and Semi-pHysical modeling Yann Visserot,Guillaume Artigue,Pierre-Alain Ayral,Audrey Bornancin-Plantier,Anne Johannetet al. ERAD 2012 - The 7th European Conference on radar in Meteorology and Hydrology, Jun 2012, Toulouse, France. 35, pp.178 - 189, 2012 Poster de conférence hal-03341863v1

Chapitre d'ouvrage (1)

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⟩ Chapitre d'ouvrage hal-03411377v1

Thèse (1)

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 : ⟩ Thèse tel-01883033v1