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Anne Johannet

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severin-pistre
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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
Environmental Earth Sciences, 2023, 82 (19), pp.(2023) 82:451. ⟨10.1007/s12665-023-11066-z⟩
Article dans une revue hal-04200590v1

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
Modeling Earth Systems and Environment, 2023, 9, pp.3693-3708. ⟨10.1007/s40808-022-01650-w⟩
Article dans une revue hal-03935277v1

L’hydrogéologie karstique : des premiers concepts aux avancées récentes

Séverin Pistre , Hervé Jourde , Anne Johannet , Michel Bakalowicz , Véronique Léonardi
Karstologia, 2022, 79, pp.61-66
Article dans une revue hal-03887198v1
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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
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

Ensemble model to enhance robustness of flash flood forecasting using an Artificial Neural Network: case-study on the Gardon Basin (south-eastern France)

T. Darras , A. Johannet , B. Vayssade , L. Kong-A-Siou , S. Pistre
Boletin Geologico y Minero, 2018, 129 (3), pp.565-578. ⟨10.21701/bolgeomin.129.3.007⟩
Article dans une revue hal-02087043v1
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SNO KARST: A French Network of Observatories for the Multidisciplinary Study of Critical Zone Processes in Karst Watersheds and Aquifers

Hervé Jourde , Nicolas Massei , Naomi Mazzilli , Stéphane Binet , C. Batiot-Guilhe
Vadose Zone Journal, 2018, 17 (1), ⟨10.2136/vzj2018.04.0094⟩
Article dans une revue hal-01966716v1

La modélisation par réseaux de neurones : une nouvelle vision de la recharge de l'aquifère du Lez (Hérault, France)

Anne Johannet , Line Kong-A-Siou , Virgile Taver , Thomas Darras , Valérie Borrell
Géologues, 2017, La cartographie et la modélisation, 193, pp.59-67
Article dans une revue hal-02093596v1
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Identification of spatial and temporal contributions of rainfalls to flash floods using neural network modelling: case study on the Lez basin (southern France)

T. Darras , V. Borrell Estupina , L. Kong-A-Siou , B. Vayssade , A. Johannet
Hydrology and Earth System Sciences, 2015, 19 (10), pp.4397--4410. ⟨10.5194/hess-19-4397-2015⟩
Article dans une revue hal-02052174v1

Feed-forward vs recurrent neural network models for non-stationarity modelling using data assimilation and adaptivity

V. Taver , A. Johannet , V. Borrell-Estupina , S. Pistre
Hydrological Sciences Journal, 2015, 60 (7-8), pp.1242--1265. ⟨10.1080/02626667.2014.967696⟩
Article dans une revue hal-02051939v1
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Neural network modeling and geochemical water analyses to understand and forecast karst and non-karst part of flash floods (case study on the Lez river, Southern France)

T. Darras , F. Raynaud , V. Borrell Estupina , L. Kong-A-Siou , S. Van-Exter
Proceedings of the International Association of Hydrological Sciences, 2015, 369, pp.43-48. ⟨10.5194/piahs-369-43-2015⟩
Article dans une revue hal-02140378v1

Neural networks for karst groundwater management: case of the Lez spring (Southern France)

Line Kong-A-Siou , Anne Johannet , Valérie Borrell Estupina , Séverin Pistre
Environmental Earth Sciences, 2015, 74 (12), pp.7617--7632. ⟨10.1007/s12665-015-4708-9⟩
Article dans une revue hal-02053378v1

Performance and complementarity of two systemic models (reservoir and neural networks) used to simulate spring discharge and piezometry for a karst aquifer

Line Kong a Siou , Perrine Fleury , A. Johannet , Valérie Borrell , S. Pistre
Journal of Hydrology, 2014, pp.3178--3192. ⟨10.1016/j.jhydrol.2014.10.041⟩
Article dans une revue hal-02047991v1
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Les réseaux de neurones artificiels pour la modélisation hydrodynamique des aquifères karstiques.

A. Johannet , Virgile Taver , Line Kong a Siou , Valérie Borrell Estupina , S. Pistre
Karstologia, 2014, 60, pp.45-59. ⟨10.3406/karst.2012.2728⟩
Article dans une revue hal-02047988v1

Crues, partie I : Rôle du karst dans les crues du fleuve Lez

Perrine Fleury , Valérie Borrell Estupina , Line Kong-A-Siou , Anne Johannet , Thomas Darras
Karstologia, 2013, 62, pp.41-48
Article dans une revue hal-03284835v1

Flood part I : Karst contribution to Lez floods

Perrine Fleury , Valérie Borrell Estupina , Line Kong a Siou , Anne Johannet , Thomas Darras
Karstologia, 2013, 62, pp.41-48
Article dans une revue hal-02914567v1

KnoX method, or Knowledge eXtraction from neural network model. Case study on the Lez karst aquifer (southern France)

Line Kong-A-Siou , Kévin Cros , Anne Johannet , Valérie Borrell-Estupina , Séverin Pistre
Journal of Hydrology, 2013, 507, pp.19-32. ⟨10.1016/j.jhydrol.2013.10.011⟩
Article dans une revue hal-02410268v1
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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-02365588v1

Optimization of the generalization capability for rainfall–runoff modeling by neural networks: the case of the Lez aquifer (southern France)

Line Kong a Siou , Anne Johannet , Borrell Estupina Valérie , Séverin Pistre
Environmental Earth Sciences, 2012, 65 (8), pp.2365-2375. ⟨10.1007/s12665-011-1450-9⟩
Article dans une revue hal-02410326v1
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Complexity selection of a neural network model for karst flood forecasting: The case of the Lez Basin (southern France)

Line Kong a Siou , Anne Johannet , Valérie Borrell , Séverin Pistre
Journal of Hydrology, 2011, 403 (3-4), pp.367-380. ⟨10.1016/j.jhydrol.2011.04.015⟩
Article dans une revue hal-00656598v1

Modélisation des hydrosystèmes complexes par machine learning : illustrations sur la prévision des extrêmes hydrologiques (crues, étiages)

Anne Johannet , Séverin Pistre , Octavian Dobricean
Séminaire LIRMM - Gestion Intégrée des Ressources en Eau : Sciences Technologies Numériques, Jun 2023, Montpellier, France
Communication dans un congrès hal-04139651v1

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
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

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

Towards a flash flood forecasting model for local crisis managers

Salma Sadkou , Guillaume Artigue , Pierre-Alain Ayral , Séverin Pistre , Sophie Sauvagnargues
AISH 2022 - XIème Assemblée Scientifique de l’Association Internationale des Sciences Hydrologiques, May 2022, Montpellier, France
Communication dans un congrès hal-03707341v1
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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
Communication dans un congrès hal-02462501v1

Taking profit of statistical modelling by neural networks: how to deal with vigilance levels prediction for flash flooding. Case study on Lez Basin (South eastern France).

Thomas Darras , Anne Johannet , Séverin Pistre
EGU 16th Plinius conference on Mediterranean risks, Oct 2018, Montpellier, France
Communication dans un congrès hal-03311582v1

Towards a neural networks-based prediction tool devoted to low water-levels forecasting. Case study on the Méjannes-le-Clap karst aquifer (France)

Adrien Coutouis , A. Johannet , Séverin Pistre , P.A. Ayral , Laurent Cadilhac
8th International Congress on Environmental Modelling and Software (iEMSs), Jul 2016, Toulouse, France
Communication dans un congrès hal-02127821v1

Ensemble model to enhance robustness of flash flood forecasting using an Artificial Neural Network: case-study on the Gardon Basin (south-eastern France)

T. Darras , A. Johannet , B. Vayssade , L. Kong-A-Siou , S. Pistre
ITISE 2016 (International work-conference on Time Series), Jun 2016, Grenade, Spain
Communication dans un congrès hal-02128571v1

Design of a recurrent rainfall-water level model for water management. Application to the karst Plateau of Méjannes-le-Clap (South-eastern France).

Adrien Coutouis , Anne Johannet , Séverin Pistre , Pierre-Alain Ayral , Laurent Cadilhac
43rd IAH International Congress “Groundwater and society : 60 years of IAH”, Sep 2016, Montpellier, France
Communication dans un congrès hal-02125669v1

Karst flash flood forecasting using recurrent and non-recurrent artificial neural network models: the case of the Lez Basin (southern France)

Thomas Darras , Line Kong a Siou , Bernard Vayssade , Anne Johannet , Séverin Pistre
EuroKarst 2016, Sep 2016, Neuchatel, Switzerland
Communication dans un congrès hal-02127746v1

Comparison between inverse modelling and data assimilation to estimate rainfall from runoff using the multilayer perceptron

Anne Johannet , Virgile Taver , Marc Vinches , Valérie Borrell Estupina , Séverin Pistre
2015 International Joint Conference on Neural Networks (IJCNN), Jul 2015, Killarney, Ireland. pp.1-8, ⟨10.1109/IJCNN.2015.7280427⟩
Communication dans un congrès hal-02140338v1

Intégration de l’estimation de l’humidité du bassin dans la prévision des crues éclair par apprentissage statistique

T. Darras , Anne Johannet , B. Vayssade , Line Kong a Siou , Séverin Pistre
Colloque E3D, Jun 2014, Alès, France
Communication dans un congrès hal-02089960v1

Neural networks for karst spring management. Case of the Lez spring (Southern France)

Line Kong a Siou , Valérie Borrell , Anne Johannet , Séverin Pistre
5ème International Symposium on Karst, Oct 2014, Malaga, Spain
Communication dans un congrès hal-02091048v1

Influence of the Initialization ofMultilayer Perceptron for Flash FloodForecasting: Design of a Robust Model

Thomas Darras , Anne Johannet , Bernard Vayssade , Line Kong a Siou , Séverin Pistre
International Work-Conference on Time Series Analysis, Jun 2014, Grenade, Spain
Communication dans un congrès hal-02088935v1

Modélisation hydrodynamique d’un hydrosystème karstique par réseaux de neurones : contraindre le modèle pour améliorer ses performances.

V. Taver , Anne Johannet , Séverin Pistre , Valérie Borrell Estupina , Marc Vinches
Colloque E3D 2014, Jun 2014, Alès, France
Communication dans un congrès hal-02094380v1
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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⟩
Chapitre d'ouvrage hal-03411377v1

Neural Networks for Karst Spring Management. Case of the Lez Spring (Southern France)

L. Kong-A-Siou , V. Borrell-Estupina , A. Johannet , Séverin Pistre
Hydrogeological and Environmental Investigations in Karst Systems, Springer Berlin Heidelberg, pp.361-369, 2015, ⟨10.1007/978-3-642-17435-3_41⟩
Chapitre d'ouvrage hal-02410300v1
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The MEDYCYSS observatory, a Multi scalE observatory of flooD dYnamiCs and hYdrodynamicS in karSt (Mediterranean border Southern France)

Hervé Jourde , Christelle Batiot-Guilhe , Vincent Bailly-Comte , Cristina Bicalho , Mathieu Blanc
Nicolaos Lambrakis; George Stournaras; Konstantina Katsanou. Advances in the Research of Aquatic Environment, 1, Springer, pp.551-560, 2011, Environmental Earth Sciences, 978-3-642-19902-8. ⟨10.1007/978-3-642-19902-8_65⟩
Chapitre d'ouvrage hal-01844069v1
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Flash Floods Forecasting in a Karstic Basin Using Neural Networks: the Case of the Lez Basin (South of France)

L. Kong a Siou , A. Johannet , Séverin Pistre , V. Borrell
Bartolomé Andreo; Francisco Carrasco; Juan José Durán; James W. LaMoreaux. Advances in research in karst media, Springer, pp.215-221, 2010, Environmental Earth Sciences, 978-3-642-12485-3. ⟨10.1007/978-3-642-12486-0_33⟩
Chapitre d'ouvrage hal-02410504v1