Anne Johannet

Identifiants chercheurs

IdHAL :

anne-johannet

ORCID :

0000-0001-5717-9871

IdRef :

16600376X

ResearcherID :

http://www.researcherid.com/rid/K-9701-2016

Présentation

Publications

Article dans une revue (39)

Neural Networks for Seasonal Groundwater Level Forecasting Houa Bedjil,Guillaume Artigue,Jean Luchier,Rafik Ferraoun,Faustine Bousquetet al. Inżynieria Mineralna, 2025, 3 (2), ⟨10.29227/IM-2025-02-03-24⟩ Article dans une revue hal-05483340v1
Deep Learning at Two Timescales: Dual Neural Networks for Predicting Fast Urban and Slow Karst Floods Peniel Adounkpe,Valentin Wendling,Alain Dezetter,Bruno Arfib,Kalil Traoréet al. Inżynieria Mineralna, 2025, 3 (2), ⟨10.29227/IM-2025-02-03-27⟩ Article dans une revue hal-05360721v1
A review of flash‐floods management: From hydrological modeling to crisis management Salma Sadkou,Guillaume Artigue,Noémie Fréalle,Pierre-Alain Ayral,Séverin Pistreet al. Journal of Flood Risk Management, 2024, 17 (3), pp.e12999. ⟨10.1111/jfr3.12999⟩ Article dans une revue hal-04602210v1
Towards a better consideration of rainfall and hydrological spatial features by a deep neural network model to improve flash floods forecasting: case study on the Gardon basin, France Bob E. Saint Fleur,Sam Allier,Emilien Lassara,Antoine Rivet,Guillaume Artigueet al. Modeling Earth Systems and Environment, 2023, 9, pp.3693-3708. ⟨10.1007/s40808-022-01650-w⟩ Article dans une revue hal-03935277v1
A new simple statistical method for the unsupervised clustering of the hydrodynamic behavior at different boreholes. Analysis of the obtained clusters in relation to geological knowledge Manon Erguy,Sébastien Morilhat,Guillaume Artigue,Julien Trincal,Anne Johannetet al. Environmental Earth Sciences, 2023, 82 (19), pp.(2023) 82:451. ⟨10.1007/s12665-023-11066-z⟩ Article dans une revue hal-04200590v1
L’hydrogéologie karstique : des premiers concepts aux avancées récentes Séverin Pistre,Hervé Jourde,Anne Johannet,Michel Bakalowicz,Véronique Léonardiet al. Karstologia, 2022, 79, pp.61-66 Article dans une revue hal-03887198v1
Uncertainty Estimation in Hydrogeological Forecasting with Neural Networks: Impact of Spatial Distribution of Rainfalls and Random Initialization of the Model Nicolas Akil,Guillaume Artigue,Michaël Savary,Anne Johannet,Marc Vinches Water, 2021, 13 (12), pp.1690. ⟨10.3390/w13121690⟩ Article dans une revue hal-03264934v1
Karst modelling challenge 1: Results of hydrological modelling Pierre-Yves Jeannin,Guillaume Artigue,Christoph Butscher,Yong Chang,Jean-Baptiste Charlieret al. Journal of Hydrology, 2021, 600, pp.126508. ⟨10.1016/j.jhydrol.2021.126508⟩ Article dans une revue hal-03265800v1
Statistical hydrology for evaluating peatland water table sensitivity to simple environmental variables and climate changes application to the mid-latitude/altitude Frasne peatland (Jura Mountains, France) Guillaume Bertrand,Alex Ponçot,Benjamin Pohl,Alexandre Lhosmot,Marc Steinmannet al. Science of the Total Environment, 2021, 754, 141931 (55 p.). ⟨10.1016/j.scitotenv.2020.141931⟩ Article dans une revue insu-02921354v1
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
Karst-aquifer operational turbidity forecasting by neural networks and the role of complexity in designing the model: a case study of the Yport basin in Normandy (France) Michaël Savary,Anne Johannet,Nicolas Massei,Jean-Paul Dupont,Emmanuel Hauchard Hydrogeology Journal, 2021, Special Issue "Five decades of advances in karst hydrogeology", ⟨10.1007/s10040-020-02277-w⟩ Article dans une revue hal-03105289v1
Are surface water characteristics efficient to locate hyporheic biodiversity hotspots ? Pierre Marmonier,Michel Creuzé Des Châtelliers,Marie-José Dole-Olivier,Olivier Radakovitch,A. Mayeret al. Science of the Total Environment, 2020, 738, pp.40-52. ⟨10.1016/j.scitotenv.2020.139930⟩ Article dans une revue hal-02867837v1
Les invertébrés aquatiques indicateurs des relations entre le karst et la rivière Exemple de la Cèze Pierre Marmonier,Michel Creuzé Des Châtelliers,Marie-José Dole-Olivier,Anne Johannet,Jordan Ré-Bahuaudet al. Karstologia, 2020, 75, pp.51 à 58 Article dans une revue emse-03033529v1
Contribution of the surface water - groundwater interfaces to river biodiversity: example of a Mediterranean river, the Cèze River Pierre Marmonier,Marie-José Dole-Olivier,Michel Creuzé Des Châtelliers,Herve Chapuis,Jordan Ré-Bahuaudet al. Physio-Géo - Géographie Physique et Environnement, 2019, 13, pp.75-90. ⟨10.4000/physio-geo.7718⟩ Article dans une revue hal-02329304v1
Building new kinds of meta-models to analyse experimentally (companion) modelling processes in the field of natural resource management Bruno Bonté,Stefano Farolfi,Nils Ferrand,Géraldine Abrami,Mamadou Ciss Dialloet al. Environmental Modelling and Software, 2019, 120, pp.104486. ⟨10.1016/j.envsoft.2019.07.011⟩ Article dans une revue hal-02277141v1
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
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-Guilheet al. 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 Borrellet al. Géologues, 2017, La cartographie et la modélisation, 193, pp.59-67 Article dans une revue hal-02093596v1
Atmospheric dispersion modeling using Artificial Neural Network based cellular automata Pierre Lauret,Frederic Heymes,Laurent Aprin,Anne Johannet Environmental Modelling and Software, 2016, 85, pp.56-69. ⟨10.1016/j.envsoft.2016.08.001⟩ Article dans une revue hal-01962455v1
2D Modeling of Turbulent Flow around a Cylindrical Storage Tank by Artificial Neural Networks Pierre Lauret,Frederic Heymes,Laurent Aprin,Anne Johannet,Pierre Slangen Chemical Engineering Transactions, 2015, 43, pp.1621-1626. ⟨10.3303/CET1543271⟩ Article dans une revue hal-01962628v1
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
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
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-Exteret al. 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
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. Johannetet al. Hydrology and Earth System Sciences, 2015, 19 (10), pp.4397--4410. ⟨10.5194/hess-19-4397-2015⟩ Article dans une revue hal-02052174v1
Settling of mineral aqueous suspensions. Classification and stability prediction by neural networks Remy Vie,Anne Johannet,Nathalie Azema Colloids and Surfaces A: Physicochemical and Engineering Aspects, 2014, 459, pp.202-210. ⟨10.1016/j.colsurfa.2014.07.005⟩ Article dans une revue hal-02914345v1
Atmospheric Turbulent Dispersion Modeling Methods using Machine learning Tools Pierre Lauret,Frederic Heymes,Laurent Aprin,Anne Johannet,Gilles Dusserreet al. Chemical Engineering Transactions, 2014, ⟨10.3303/cet1436087⟩ Article dans une revue hal-01962597v1
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. Pistreet al. Journal of Hydrology, 2014, pp.3178--3192. ⟨10.1016/j.jhydrol.2014.10.041⟩ Article dans une revue istex hal-02047991v1
Les réseaux de neurones artificiels pour la modélisation hydrodynamique des aquifères karstiques. A. Johannet,Virgile Taver,Line Kong a Siou,Valérie Borrell Estupina,S. Pistreet al. Karstologia, 2014, 60, pp.45-59. ⟨10.3406/karst.2012.2728⟩ Article dans une revue hal-02047988v1
Near Field Atmospheric Dispersion Modeling on an Industrial Site Using Neural Networks Pierre Lauret,Frederic Heymes,Laurent Aprin,Anne Johannet,Gilles Dusserreet al. Chemical Engineering Transactions, 2013, 31, pp.151-156. ⟨10.3303/CET1331026⟩ Article dans une revue hal-04169384v1
Flood part I : Karst contribution to Lez floods Perrine Fleury,Valérie Borrell Estupina,Line Kong a Siou,Anne Johannet,Thomas Darraset al. 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 istex hal-02410268v1
Crues, partie I : Rôle du karst dans les crues du fleuve Lez Perrine Fleury,Valérie Borrell Estupina,Line Kong-A-Siou,Anne Johannet,Thomas Darraset al. Karstologia, 2013, 62, pp.41-48 Article dans une revue hal-03284835v1
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 istex hal-02410326v1
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
Determination of the characteristics of agglomerates in aqueous suspensions using nonlinear optimization J. Bongono,N. Azema,A. Johannet,P. Gaudon Powder Technology, 2011, 208 (2), pp.271-278. ⟨10.1016/j.powtec.2010.08.016⟩ Article dans une revue hal-02949486v1
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
Rainfall-runoff modeling of flash floods in the absence of rainfall forecasts: the case of “Cévenol flash floods” Mohamed Toukourou,Anne Johannet,Gérard Dreyfus,Pierre-Alain Ayral Applied Intelligence, 2011, 35 (2), pp.178-189. ⟨10.1007/s10489-010-0210-y⟩ Article dans une revue istex hal-02915460v1
Neural Networks: From Black Box towards Transparent Box Application to Evapotranspiration Modeling Anne Johannet,Bernard Vayssade,D. Bertin International Journal of Computational Intelligence, 2008, 4 (3), pp.163-170 Article dans une revue hal-03363793v1
Specification and Implementation of Digital Hopfield-Type Associative Memory with On-Chip Training Anne Johannet,L. Personnaz,G. Dreyfus,Jean-Dominique Gascuel,M. Weinfeld IEEE Transactions on Neural Networks, 1992, 3 (4), pp.529-539. ⟨10.1109/72.143369⟩ Article dans une revue hal-00700043v1

Communication dans un congrès (47)

Régionalisation de modèles neuronaux appliquée aux aquifères fracturés et karstiques Manon Erguy,Sébastien Morilhat,Guillaume Artigue,Julien Trincal,Anne Johannetet al. Congrès EAU & IA, shf, Mar 2026, Grenoble, France Communication dans un congrès hal-05554352v1
Coupling high resolution meteorological models with neural networks for flash flood forecasting: implementation on a Southern France basin Sarah Gautier,Guillaume Artigue,Yves Tramblay,Anne Johannet EGU General Assembly 2025, Apr 2025, Vienne, Austria. ⟨10.5194/egusphere-egu25-8432⟩ Communication dans un congrès hal-05049025v1
Teaching Machines to Understand Water: Adapting AI to Hydrosystem Complexity Anne Johannet SimHydro 2025: Which data for water and models?, Jun 2025, Nice, France Communication dans un congrès hal-05483309v1
Making the Best Use of High-Resolution Meteorological Forecasts for Flash Flood Forecasting Using ANN: Case Study on the Gardon de Mialet Basin Sarah Gautier,Guillaume Artigue,Yves Tramblay,Anne Johannet SimHydro 2025: Which data for water and models?, Jun 2025, Nice, France Communication dans un congrès hal-05483245v1
A Comparison Between Adam and Levenberg–Marquardt Optimizers for the Prediction of Extremes: Case Study for Flood Prediction with Artificial Neural Networks Peniel Adounkpe,Valentin Wendling,Alain Dezetter,Bruno Arfib,Guillaume Artigueet al. ITISE 2025 - 11th International Conference on Time Series and Forecasting, Jul 2025, Gran Canaria, Spain. pp.12, ⟨10.3390/engproc2025101012⟩ Communication dans un congrès hal-05208914v1
Apprendre aux machines à comprendre l'eau : Adapter l'IA à la complexité des hydrosystèmes Anne Johannet,Guillaume Artigue,Séverin Pistre,Line Kong a Siou,Bob E. Saint Fleur BlueArk Conférence 2025, Nov 2025, Le Châble (Verbier), Switzerland Communication dans un congrès hal-05483319v1
Enhancing Flash Flood Forecasting and Understanding Hydrosystem Dynamics for Small Urban Basins in the framework of Explainable Artificial Intelligence– Case Study of the Cadereau d'Alès, Nîmes Youness Hrour,Guillaume Artigue,Anne Johannet IJCNN 2025 - International Joint Conference on Neural Networks, Jun 2025, Rome, France. pp.1-8, ⟨10.1109/IJCNN64981.2025.11227923⟩ Communication dans un congrès hal-05476154v1
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 Perretteet al. Eurokarst 2024, Jun 2024, Rome, Italy Communication dans un congrès hal-04625819v1
Performance and intercomparison of two hydrogeological models (semi-physical and neural networks) to forecast groundwater floods of a fractured karst aquifer. Case study of the Cadarache site of the French Alternative Energies and Atomic Energy center Manon Erguy,Sébastien Morilhat,Guillaume Artigue,Julien Trincal,Anne Johannetet al. Eurokarst 2024, Jun 2024, Rome, Italy Communication dans un congrès hal-04625599v1
Flash flood and vigilance forecasting of a complex, anthropogenic karst hydrosystem using neural networks. Application to the Las coastal river at Toulon (South-East France) Peniel Adounkpe,Romane Berthelin,Valentin Wendling,Guillaume Artigue,A. Dezetteret al. Eurokarst 2024, Jun 2024, Rome, Italy Communication dans un congrès hal-04625529v1
Toward a Better Consideration of Hydro-Meteorological Information for Flash-Flood Crisis Management Through Machine Learning Models Salma Sadkou,Guillaume Artigue,Noémie Fréalle,Pierre-Alain Ayral,Séverin Pistreet al. 2nd MedGU - International conference on Mediterranean Geosciences Union, Nov 2022, Marrakesh, Morocco. pp.83-85, ⟨10.1007/978-3-031-47079-0_19⟩ Communication dans un congrès hal-04592621v1
Towards a better consideration of hydro-meteorological information for flash flood crisis management through machine learning models Salma Sadkou,Guillaume Artigue,Noémie Fréalle,Pierre-Alain Ayral,Séverin Pistreet al. MedGU-22 - Mediterranean Geosciences Union Annual Meeting, Nov 2022, Marrakech, Morocco Communication dans un congrès hal-04209882v1
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 Johannetet al. Eurokarst 2022 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. ⟨10.1007/978-3-031-16879-6_10⟩ Communication dans un congrès hal-03715042v1
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-03917686v1
Towards a flash flood forecasting model for local crisis managers Salma Sadkou,Guillaume Artigue,Pierre-Alain Ayral,Séverin Pistre,Sophie Sauvagnargueset al. AISH 2022 - XIème Assemblée Scientifique de l’Association Internationale des Sciences Hydrologiques, May 2022, Montpellier, France. ⟨10.5194/iahs2022-379⟩ Communication dans un congrès hal-03707341v1
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 Camenenet al. 4. International Conference I.S. Rivers, GRAIE; ZABR, Jul 2022, Lyon, France Communication dans un congrès hal-04870543v1
Looking for feedback loops in the critical zone Christophe Peugeot,Valentin Wendling,Manuela Grippa,Abdramane Ba,Stéphane Binetet al. 1. OZCAR-TERENO International Conference, Oct 2021, Strasbourg, France Communication dans un congrès hal-03412245v1
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-03272374v1
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-03285017v1
Hydrogeological Behaviour Characterization of the Foussoubie Karst Network using Statistical Approaches Manon Erguy,Judicaël Arnaud,Anne Johannet,Séverin Pistre,Didier Cailholet al. 18th International Congress of Speleology - Savoie Mont Blanc 2022, Jul 2022, Le Bourget-du-Lac, France Communication dans un congrès hal-03466605v1
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 Arnaudet al. 18th International Congress of Speleology - Savoie Mont Blanc 2022, Jul 2022, Le Bourget-du-Lac, France Communication dans un congrès hal-03864930v1
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-03127164v1
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-02510937v1
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
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-02510944v1
Quantification of Neural Network Uncertainties on the Hydrogeological Predictions by Probability Density Functions Nicolas Akil,Guillaume Artigue,Michael Savary,Anne Johannet,Marc Vinches WMESS 2019 - 5th World Multidisciplinary Earth Sciences Symposium, Sep 2019, Prague, Czech Republic. ⟨10.1088/1755-1315/362/1/012112⟩ Communication dans un congrès hal-02366200v1
Influence of the Complexity Selection Method on Multilayer Perceptron Properties Case Study on Environmental Data Anne Johannet,Thomas Darras,Dominique Bertin Geonosis 2018 IEEE INTERNATIONAL CONFERENCE ON ENVIRONMENTAL ENGINEERING (EE), Mar 2018, Milan, Italy. ⟨10.1109/EE1.2018.8385256⟩ Communication dans un congrès hal-02914623v1
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
Operational Turbidity Forecast Using Both Recurrent and Feed-Forward Based Multilayer Perceptrons Michael Savary,Anne Johannet,Nicolas Massei,Jean-Paul Dupont,Emmanuel Hauchard ADVANCES IN TIME SERIES ANALYSIS AND FORECASTING, Jun 2016, Grenade, Spain. pp.243-256, ⟨10.1007/978-3-319-55789-2_17⟩ Communication dans un congrès hal-02914632v1
The Graduate School WATERS - WATer, Ecosystems, Resources in Societies – in Montpellier Valérie Borrell Estupina,Marc Bouvy,Patrice Garin,Thierry Derieux,Gilles Belaudet al. IAHS Scientific Assembly 2017, Jul 2017, Port Elizabeth, South Africa Communication dans un congrès hal-02107186v1
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 Delrieuet al. EGU2016, European Geosciences Union, Apr 2016, VIENNE, Austria. 1p Communication dans un congrès hal-01768365v1
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
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
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
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
Neural networks-based operational prototype for flash flood forecasting: application to Liane flash floods (France) Dominique Bertin,Anne Johannet,Nathalie Gaffet,Frédéric Lenne FLOODrisk 2016 - 3rd European Conference on Flood Risk Management, Oct 2016, Lyon, France. ⟨10.1051/e3sconf/20160718025⟩ Communication dans un congrès hal-02930659v1
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 Pistreet al. 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
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
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
Ressources en eau à l’échelle des bassins versants Didier Graillot,Nicolas Flipo,A. Johannet NULL, 2014, Paris, France Communication dans un congrès hal-01787396v1
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
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⟩ Communication dans un congrès hal-04169332v1
Prediction of spring discharge by neural networks using orthogonal wavelet decomposition Anne Johannet,Line Kong a Siou,Alain Mangin,Valérie Borrell Estupina,Séverin Pistreet al. 2012 International Joint Conference on Neural Networks (IJCNN 2012 - Brisbane), Jun 2012, Brisbane, Australia. pp.1-8, ⟨10.1109/IJCNN.2012.6252620⟩ Communication dans un congrès hal-04662914v1
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 Communication dans un congrès edutice-00000742v1
Subterranean Water Infiltration Modelling by Neural Networks: Use of Water Source Flow Anne Johannet,A. Mangin,D. d'Hulst ICANN'94, May 1994, Sorento, Italy Communication dans un congrès hal-05028400v1

Poster de conférence (9)

Large-scale streamflow regionalization in ungauged West African catchments: How do classical and deep learning approaches compare? Yves Tramblay,Serigne Bassirou Diop,Fadilath Kate,Issam Souassi,Bastien Dieppoiset al. EGU General Assembly 2026, May 2026, Vienna, Austria. 2026, ⟨10.5194/egusphere-egu26-1536⟩ Poster de conférence hal-05567994v1
Interpretation of cumulative frequency distribution curves of groundwater levels can bring information about the hydrodynamic properties of a karstified aquifer Romane Berthelin,Manon Erguy,Paul Bareix,Sébastien Morilhat,Guillaume Artigueet al. Eurokarst 2024, Jun 2024, Rome, Italy. 2024 Poster de conférence hal-04625610v1
Karst Modelling Challenge: what is coming next ? Pierre-Yves Jeannin,Alireza Kavousi,Thomas Reimann,Jean-Baptiste Charlier,Eulogio Pardo-Iguzquizaet al. 4. Eurokarst Conference (EUROKARST 2024), Jun 2024, Roma, Italy. 2024 Poster de conférence hal-04625825v1
Jumeaux Numériques d’Hydrosystèmes pour la Gestion des Crues : Ombre numérique ou véritable jumeau numérique ? Peniel Adounkpe,Guillaume Artigue,Romane Berthelin,A. Dezetter,Octavian Dobriceanet al. Séminaire IMT « Data Analytics & Artificial Intelligence », Nov 2024, Nantes, France. 2024 Poster de conférence hal-05032952v1
Monitoring global changes and water management strategies in Mediterranean mountain environments: hydro-socio-eco-meteorological observations in the Cévennes Mountains (Southeast France) Valentin Wendling,Pierre-Alain Ayral,Juliette Cerceau,Judicaël Arnaud,Guillaume Artigueet al. 2nd TERENO-OZCAR Conference, Sep 2023, Bonn, Germany. 2023 Poster de conférence hal-04285490v1
Labcom Hydr.IA: a joint Company-Academic laboratory to develop new flood forecasting services. Case Study on the Nîmes Flash-Floods (Southeastern France) Romane Berthelin,Peniel Adounkpe,Guillaume Artigue,Nanée Chahinian,A. Dezetteret al. AGU 2023, Dec 2023, San Francisco, United States. 2023 Poster de conférence hal-04343943v1
Long term monitoring of a Mediterranean karst system used for water supply. Implication for the characterizationand modelling of its dynamics. Case of the Lez karst system (MEDYCYSS Observatory) Christelle Batiot-Guilhe,Aubin Allies,Guillaume Artigue,Pierre-Alain Ayral,Vincent Bailly-Comteet al. Eurokarst 2022 - 3. European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022 Poster de conférence hal-03715027v1
Coupling numerical approaches for a deeper assessment of karst groundwater vulnerability Vianney Sivelle,Hervé Jourde,Pierre Fischer,Yohann Cousquer,Mohammed Aliouacheet al. Eurokarst 2022 - 3rd European Conference on Karst Hydrogeology and Carbonate Reservoirs, Jun 2022, Malaga, Spain. , 2022 Poster de conférence hal-03715038v1
Neural network flash flood forecasting : generalizing to ungauged basins Guillaume Artigue,Anne Johannet,Valérie Borell-Estupina,Séverin Pistre EGU General Assembly 2019, Apr 2019, Vienne, Austria. EGU General Assembly 2019, 2019 Poster de conférence hal-02510794v1

Ouvrages (1)

CONNAÎTRE ET QUANTIFIER LES ÉCHANGES HYDRAULIQUES KARST / RIVIÈRE - Recommandations méthodologiques Hervé Chapuis,Yvan Pascoletti,Frédéric Paran,Didier Graillot,Jordan Ré-Bahuaudet al. 2022 Ouvrages emse-03935234v1

Chapitre d'ouvrage (9)

Modeling of Groundwater Level Using Artificial Neural Network Algorithm and WA-SVR Model Shishir Gaur,Anne Johannet,Didier Graillot,Padam Jee Omar Groundwater Resources Development and Planning in the Semi-Arid Region, Springer, pp.129-150, 2021, 978-3-030-68123-4. ⟨10.1007/978-3-030-68124-1_7⟩ Chapitre d'ouvrage emse-03244604v1
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
Limits in Using Multiresolution Analysis to Forecast Turbidity by Neural Networks. Case Study on the Yport Basin, Normandie-France Michaël Savary,Anne Johannet,Nicolas Massei,Jean Paul Dupont,Emmanuel Hauchard Eurokarst 2018, Besançon, pp.129-135, 2020, 978-3-030-14015-1. ⟨10.1007/978-3-030-14015-1_15⟩ Chapitre d'ouvrage hal-03137673v1
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
Neural Networks Model as Transparent Box: Toward Extraction of Proxies to Better Assess Karst/River Interactions (Coulazou Catchment, South of France) L. Kong-A-Siou,H. Jourde,Anne Johannet Hydrogeological and Environmental Investigations in Karst Systems, Springer Berlin Heidelberg, pp.353-360, 2015, ⟨10.1007/978-3-642-17435-3_40⟩ Chapitre d'ouvrage hal-03579436v1
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 Blancet al. 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
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
Flash Flood Forecasting by Statistical Learning in the Absence of Rainfall Forecast: A Case Study Mohamed Samir Toukourou,Anne Johannet,Gérard Dreyfus Engineering Applications of Neural Networks, 43, Springer Berlin Heidelberg, pp.98-107, 2009, Communications in Computer and Information Science, 978-3-642-03969-0. ⟨10.1007/978-3-642-03969-0_10⟩ Chapitre d'ouvrage hal-04477147v1
Modelling non Measurable Processes by Neural Networks: Forecasting Underground Flow Case Study of the Céze Basin (Gard - France) A. Johannet,P.A. Ayral,B. Vayssade Advances and Innovations in Systems, Computing Sciences and Software Engineering, Springer Netherlands, pp.53-58, 2007, 978-1-4020-6264-3. ⟨10.1007/978-1-4020-6264-3_10⟩ Chapitre d'ouvrage istex hal-02927928v1

HDR (1)

Modélisation par apprentissage statistique des systèmes naturels, ou en interaction avec un environnement naturel. Applications aux karsts, crues éclair et en robotique Anne Johannet Réseau de neurones [cs.NE]. Université Pierre et Marie Curie - Paris VI, 2011 HDR tel-00745131v1