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            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⟩ 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-05208914
                                            v1
                                    
            
        
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            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
                                                                                    
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-05049025
                                            v1
                                    
            
        
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            Setting up a monitoring network to characterize the hydrological functioning regimes the Saint-André-de-Cruzières karst system (south France)
        
                            
                                                                                                            Valentin Wendling
                                                                ,
                                                                                                                                Judicaël Arnaud
                                                                ,
                                                                                                                                Anne Johannet
                                                                ,
                                                                                                                                Lina Fabre
                                                                ,
                                                                                                                                Yves Perrette
                                                                                            et al.
                            
                 
                            Eurokarst 2024, Jun 2024, Rome, Italy 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-04625819
                                            v1
                                    
            
        
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            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
                                    
            
        
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            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
                                    
            
        
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            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.
                            
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-04592621
                                            v1
                                    
            
        
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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
                                                                                            et al.
                            
                 
                            MedGU-22 - Mediterranean Geosciences Union Annual Meeting, Nov 2022, Marrakech, Morocco 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-04209882
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-04139651
                                            v1
                                    
            
        
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            Problem of hydrological metrology of low streams and impact on the estimation of water resources
        
                            
                                                                                                            Pierre-Alain Ayral
                                                                ,
                                                                                                                                Jean-Marc Domergue
                                                                ,
                                                                                                                                Nadine Grard
                                                                ,
                                                                                                                                Anne Johannet
                                                                ,
                                                                                                                                Didier Josselin
                                                                                    
                 
                            Climate Change & Water, May 2022, Tours, France 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03917686
                                            v1
                                    
            
        
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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
                                                                                            et al.
                            
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03715042
                                            v1
                                    
            
        
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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
                                                                                            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
                                    
            
        
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            Généraliser les connaissances locales pour informer les approches globales : leçons de recherches de la Zone Atelier du Bassin du Rhône.
        
                            
                                                                                                            Nicolas Lamouroux
                                                                ,
                                                                                                                                Maria Alp
                                                                ,
                                                                                                                                Olivier Barreteau
                                                                ,
                                                                                                                                Carole Barthelemy
                                                                ,
                                                                                                                                Benoit Camenen
                                                                                            et al.
                            
                 
                            4. International Conference I.S. Rivers, GRAIE; ZABR, Jul 2022, Lyon, France 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-04870543
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03272374
                                            v1
                                    
            
        
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            Looking for feedback loops in the critical zone
        
                            
                                                                                                            Christophe Peugeot
                                                                ,
                                                                                                                                Valentin Wendling
                                                                ,
                                                                                                                                Manuela Grippa
                                                                ,
                                                                                                                                Abdramane Ba
                                                                ,
                                                                                                                                Stéphane Binet
                                                                                            et al.
                            
                 
                            1. OZCAR-TERENO International Conference, Oct 2021, Strasbourg, France 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03412245
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03285017
                                            v1
                                    
            
        
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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
                                                                                            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
                                    
            
        
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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
                                                                                            et al.
                            
                 
                            18th International Congress of Speleology - Savoie Mont Blanc 2022, Jul 2022, Le Bourget-du-Lac, France 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03864930
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03127164
                                            v1
                                    
            
        
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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-02462501
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02510937
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02510944
                                            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
                                                                                    
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02366200
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-03311582
                                            v1
                                    
            
        
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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
                                                                                    
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02914623
                                            v1
                                    
            
        
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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
                                                                                    
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02914632
                                            v1
                                    
            
        
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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
                                                                                            et al.
                            
                 
                            IAHS Scientific Assembly 2017, Jul 2017, Port Elizabeth, South Africa 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02107186
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02127821
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02128571
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02127746
                                            v1
                                    
            
        
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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
                                                                                            et al.
                            
                 
                            EGU2016, European Geosciences Union, Apr 2016, VIENNE, Austria. 1p 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-01768365
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02125669
                                            v1
                                    
            
        
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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
                                                                                    
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02930659
                                            v1
                                    
            
        
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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
                                                                                            et al.
                            
                 
                            
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02140338
                                            v1
                                    
            
        
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    | 
        
                                                
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            Ressources en eau à l’échelle des bassins versants
        
                            
                                                                                                            Didier Graillot
                                                                ,
                                                                                                                                Nicolas Flipo
                                                                ,
                                                                                                                                A. Johannet
                                                                                    
                 
                            NULL, 2014, Paris, France 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-01787396
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02091048
                                            v1
                                    
            
        
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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 
                 Communication dans un congrès
                    
        
        
            
                
                    hal-02089960
                                            v1
                                    
            
        
     | 
                                                                                
    | 
        
                                                
     | 
        
        
            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-02088935
                                            v1
                                    
            
        
     | 
                                                                                
    | 
        
                                                
     | 
        
        
            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-02094380
                                            v1
                                    
            
        
     | 
                                                                                
    | 
        
                                                
     | 
        
        
            Flash flood forecasting using Support Vector Regression: An event clustering based approach
        
                            
                                                                                                            Khaled Boukharouba
                                                                ,
                                                                                                                                Pierre Roussel
                                                                ,
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                                                                ,
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                                                                ,
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                                                                ,
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                                                                ,
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                                                                                                            Anne Johannet
                                                                ,
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                                                                ,
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                            ICANN'94, May 1994, Sorento, Italy 
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