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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
Conference papers
hal-04139651v1
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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
Conference papers
hal-03707341v1
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Underground air circulation modelling of the St-Marcel Cave (Ardèche, France) to adapt the opening system of the cave entrance to optimal habitat conditions for bats
Elsa Berthomé
,
Laureline Bonnet
,
Claire Escourrou
,
Laurent Aprin
,
Judicaël Arnaud
18th International Congress of Speleology - Savoie Mont Blanc 2022, Jul 2022, Le Bourget-du-Lac, France
Conference papers
hal-03864930v1
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Hydrogeological Behaviour Characterization of the Foussoubie Karst Network using Statistical Approaches
Manon Erguy
,
Judicaël Arnaud
,
Anne Johannet
,
Séverin Pistre
,
Didier Cailhol
18th International Congress of Speleology - Savoie Mont Blanc 2022, Jul 2022, Le Bourget-du-Lac, France
Conference papers
hal-03466605v1
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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
Conference papers
hal-04209882v1
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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
Conference papers
hal-03715042v1
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Monitoring of Mescla karst spring in the French Southern Alps. A rare case of stratified waters out of coastal areas
Philippe Audra
,
Anne Johannet
28th International Karstological School "Classical karst", Jun 2021, Postojna, Slovenia
Conference papers
hal-03272374v1
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Monitoring of Mescla karst spring French Southern Alps : a rare case of stratified waters out of coastal areas
Philippe Audra
,
Anne Johannet
28th International Karstological School "Classical karst", Jun 2021, Postojna, Slovenia
Conference papers
hal-03285017v1
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Looking for feedback loops in the critical zone
Christophe Peugeot
,
Valentin Wendling
,
Manuela Grippa
,
Abdramane Ba
,
Stéphane Binet
1st OZCAR-TERENO International Conference, Oct 2021, Strasbourg, France
Conference papers
hal-03412245v1
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OHM-CV et SA RIVCEV. Convergence dans un espace commun : les trois rivières cévenoles.
Anne Johannet
,
Brice Boudevillain
,
Philippe Martin
,
Guy Delrieu
,
Frédéric Paran
Regards croisés sur les rivières cévenoles - Journée d'échanges autour du site atelier des rivières cévenoles, Oct 2020, En ligne, France
Conference papers
hal-03127164v1
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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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Spatial analysis of hydraulic conductivity for slope deposits at catchment scale in Northern Tuscany, Italy
Michele Pio Papasidero
,
Leonardo Disperati
,
Marc Vinches
,
Pierre-Alain Ayral
,
Anne Johannet
EGU General Assembly 2019, Apr 2019, Vienne, Austria
Conference papers
hal-02510937v1
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Spatial analysis of hydraulic conductivity for slope deposits at catchment scale in Northern Tuscany, Italy
Michele Pio Papasidero
,
Leonardo Disperati
,
Marc Vinches
,
Pierre-Alain Ayral
,
Anne Johannet
GIT 2019 - XIV Convegno Nazionale della Sezione ''GIT-Geosciences and Information Technologies'', Jun 2019, Melfi, Italy
Conference papers
hal-02510944v1
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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
Conference papers
hal-02366200v1
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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
Conference papers
hal-03311582v1
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Influence of the Complexity Selection Method on Multilayer Perceptron Properties Case Study on Environmental Data
Anne Johannet
,
Thomas Darras
,
Dominique Bertin Geonosis
Conference papers
hal-02914623v1
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The Graduate School WATERS - WATer, Ecosystems, Resources in Societies – in Montpellier
Valérie Borrell Estupina
,
Marc Bouvy
,
Patrice Garin
,
Thierry Derieux
,
Gilles Belaud
IAHS Scientific Assembly 2017, Jul 2017, Port Elizabeth, South Africa
Conference papers
hal-02107186v1
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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
Conference papers
hal-02127821v1
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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
Conference papers
hal-02127746v1
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The October 2015 flash floods in south-eastern France: discharge estimations and comparison with other flash-floods documented in the Hymex project
Olivier Payrastre
,
Laurent Lebouc
,
Pierre Alain Ayral
,
Pascal Brunet
,
Guy Delrieu
EGU2016, European Geosciences Union, Apr 2016, VIENNE, Austria. 1p
Conference papers
hal-01768365v1
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Operational Turbidity Forecast Using Both Recurrent and Feed-Forward Based Multilayer Perceptrons
Michael Savary
,
Anne Johannet
,
Nicolas Massei
,
Jean-Paul Dupont
,
Emmanuel Hauchard
Conference papers
hal-02914632v1
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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
Conference papers
hal-02125669v1
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Neural networks-based operational prototype for flash flood forecasting: application to Liane flash floods (France)
Dominique Bertin
,
Anne Johannet
,
Nathalie Gaffet
,
Frédéric Lenne
Conference papers
hal-02930659v1
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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
Conference papers
hal-02128571v1
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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
Conference papers
hal-02140338v1
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Ressources en eau à l’échelle des bassins versants
Didier Graillot
,
Nicolas Flipo
,
A. Johannet
NULL, 2014, Paris, France
Conference papers
hal-01787396v1
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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
Conference papers
hal-02091048v1
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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
Conference papers
hal-02088935v1
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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
Conference papers
hal-02094380v1
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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
Conference papers
hal-02089960v1
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Flash flood forecasting using Support Vector Regression: An event clustering based approach
Khaled Boukharouba
,
Pierre Roussel
,
Gerard Dreyfus
,
Anne Johannet
2013 IEEE International Workshop on Machine Learning for Signal Processing (MLSP), Sep 2013, Southampton, United Kingdom. pp.1-6, ⟨10.1109/MLSP.2013.6661958⟩
Conference papers
hal-04169332v1
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CYBema / retour sur la mise en place d'un extranet pédagogique
Jean-Paul Veuillez
,
Claude Ghilardi
,
Anne Johannet
,
Max Nemoz-Gaillard
,
Gérard Saussac
Technologies de l'Information et de la Connaissance dans l'Enseignement Supérieur et l'Industrie, Oct 2004, Compiègne, France. pp.476-481
Conference papers
edutice-00000742v1
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