Guillaume Artigue

Guillaume Artigue Hydrologue et hydrogéologue chez MGVA Ingénierie
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Publications

Image document

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⟩
Article dans une revue hal-04602210 v1

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⟩
Article dans une revue hal-03935277 v1
Image document

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⟩
Article dans une revue hal-04074744 v1
Image document

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⟩
Article dans une revue hal-04200590 v1

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
Article dans une revue hal-03887198 v1
Image document

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-03472284 v1
Image document

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⟩
Article dans une revue insu-02921354 v1
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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
Water, 2021, 13 (12), pp.1690. ⟨10.3390/w13121690⟩
Article dans une revue hal-03264934 v1
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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⟩
Article dans une revue hal-03265800 v1
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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⟩
Article dans une revue hal-02365588 v1

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-05049025 v1

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. Dezetter et al.
Eurokarst 2024, Jun 2024, Rome, Italy
Communication dans un congrès hal-04625529 v1

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
Communication dans un congrès hal-04625599 v1
Image document

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⟩
Communication dans un congrès hal-04592621 v1

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 Pistre et al.
MedGU-22 - Mediterranean Geosciences Union Annual Meeting, Nov 2022, Marrakech, Morocco
Communication dans un congrès hal-04209882 v1

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⟩
Communication dans un congrès hal-03715042 v1

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⟩
Communication dans un congrès hal-03707341 v1

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 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs,, Jun 2022, Malaga, Spain, France
Communication dans un congrès hal-04575694 v1

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
Communication dans un congrès hal-03466605 v1
Image document

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-02462501 v1
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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
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-02366200 v1
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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
Poster de conférence hal-05032952 v1

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
Poster de conférence hal-04625610 v1
Image document

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
Poster de conférence hal-04285490 v1
Image document

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
Poster de conférence hal-04343943 v1
Image document

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
Poster de conférence hal-03715038 v1
Image document

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 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022
Poster de conférence hal-03715027 v1
Image document

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-02510794 v1
Image document

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
Poster de conférence hal-03341863 v1
Image document

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-03411377 v1
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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 : ⟩
Thèse tel-01883033 v1