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Co-authors

Number of documents

28

Séverin Pistre


Anne Johannet   

Journal articles14 documents

  • T. Darras, A. Johannet, B. Vayssade, L. Kong-A-Siou, S. Pistre. Ensemble model to enhance robustness of flash flood forecasting using an Artificial Neural Network: case-study on the Gardon Basin (south-eastern France). Boletin Geologico y Minero, 2018, 129 (3), pp.565-578. ⟨10.21701/bolgeomin.129.3.007⟩. ⟨hal-02087043⟩
  • Hervé Jourde, N. Massei, Naomi Mazzilli, Stéphane Binet, C. Batiot-Guilhe, et al.. SNO KARST: A French Network of Observatories for the Multidisciplinary Study of Critical Zone Processes in Karst Watersheds and Aquifers. Vadose Zone Journal, Soil science society of America - Geological society of America., 2018, 17 (1), ⟨10.2136/vzj2018.04.0094⟩. ⟨hal-01966716⟩
  • Anne Johannet, Line Kong-A-Siou, Virgile Taver, Thomas Darras, Valérie Borrell, et al.. La modélisation par réseaux de neurones : une nouvelle vision de la recharge de l'aquifère du Lez (Hérault, France). Géologues, Société Géologique de France, 2017, La cartographie et la modélisation, pp.59-67. ⟨hal-02093596⟩
  • Line Kong-A-Siou, Anne Johannet, Valérie Borrell Estupina, Séverin Pistre. Neural networks for karst groundwater management: case of the Lez spring (Southern France). Environmental Earth Sciences, Springer, 2015, 74 (12), pp.7617--7632. ⟨10.1007/s12665-015-4708-9⟩. ⟨hal-02053378⟩
  • V. Taver, A. Johannet, V. Borrell-Estupina, S. Pistre. Feed-forward vs recurrent neural network models for non-stationarity modelling using data assimilation and adaptivity. Hydrological Sciences Journal, Taylor & Francis, 2015, 60 (7-8), pp.1242--1265. ⟨10.1080/02626667.2014.967696⟩. ⟨hal-02051939⟩
  • T. Darras, V. Borrell Estupina, L. Kong-A-Siou, B. Vayssade, A. Johannet, et al.. Identification of spatial and temporal contributions of rainfalls to flash floods using neural network modelling: case study on the Lez basin (southern France). Hydrology and Earth System Sciences, European Geosciences Union, 2015, 19 (10), pp.4397--4410. ⟨10.5194/hess-19-4397-2015⟩. ⟨hal-02052174⟩
  • T. Darras, F. Raynaud, V. Borrell Estupina, L. Kong-A-Siou, S. Van-Exter, et al.. Neural network modeling and geochemical wateranalyses to understand and forecast karst and non-karstpart of flash floods (case study on theLezriver,Southern France). Proceedings of the International Association of Hydrological Sciences, Copernicus Publications, 2015, 369, pp.43-48. ⟨10.5194/piahs-369-43-2015⟩. ⟨hal-02140378⟩
  • A. Johannet, Virgile Taver, Line Kong a Siou, Valérie Borrell Estupina, S. Pistre, et al.. Les réseaux de neurones artificiels pour la modélisation des aquifères karstiques.. KARSTOLOGIA, Fédération Française de Spéléologie et Association Française de Karstologie, 2014, 60, pp.45-59. ⟨hal-02047988⟩
  • Line Kong a Siou, Perrine Fleury, A. Johannet, Valérie Borrell, S. Pistre, et al.. Performance and complementarity of two systemic models (reservoir and neural networks) used to simulate spring discharge and piezometry for a karst aquifer. Journal of Hydrology, Elsevier, 2014, pp.3178--3192. ⟨10.1016/j.jhydrol.2014.10.041⟩. ⟨hal-02047991⟩
  • Perrine Fleury, Valérie Borrell Estupina, Line Kong a Siou, Anne Johannet, Thomas Darras, et al.. Flood part I : Karst contribution to Lez floods. KARSTOLOGIA, Fédération Française de Spéléologie et Association Française de Karstologie, 2013, pp.41-48. ⟨hal-02914567⟩
  • Line Kong-A-Siou, Kévin Cros, Anne Johannet, Valérie Borrell-Estupina, Séverin Pistre. KnoX method, or Knowledge eXtraction from neural network model. Case study on the Lez karst aquifer (southern France). Journal of Hydrology, Elsevier, 2013, 507, pp.19-32. ⟨10.1016/j.jhydrol.2013.10.011⟩. ⟨hal-02410268⟩
  • Line Kong a Siou, Anne Johannet, Borrell Estupina Valérie, Séverin Pistre. Optimization of the generalization capability for rainfall–runoff modeling by neural networks: the case of the Lez aquifer (southern France). Environmental Earth Sciences, Springer, 2012, 65 (8), pp.2365-2375. ⟨10.1007/s12665-011-1450-9⟩. ⟨hal-02410326⟩
  • G Artigue, A. Johannet, V Borrell, S. Pistre. Flash flood forecasting in poorly gauged basins using neural networks: case study of the Gardon de Mialet basin (southern France). Natural Hazards and Earth System Sciences, European Geosciences Union, 2012, 12, pp.3307 - 3324. ⟨10.5194/nhess-12-3307-2012⟩. ⟨hal-02365588⟩
  • Line Kong a Siou, Anne Johannet, Valérie Borrell, Séverin Pistre. Complexity selection of a neural network model for karst flood forecasting: The case of the Lez Basin (southern France). Journal of Hydrology, Elsevier, 2011, 403 (3-4), pp.367-380. ⟨10.1016/j.jhydrol.2011.04.015⟩. ⟨hal-00656598⟩

Conference papers10 documents

  • Bob Saint Fleur, Guillaume Artigue, Anne Johannet, Séverin Pistre. Knowledge Extraction (KnoX) in Deep Learning: Application to the Gardon de Mialet Flash Floods Modelling. ITISE 2019 - International Conference on Time Series and Forecasting, Sep 2019, Granada, Spain. ⟨hal-02462501⟩
  • Adrien Coutouis, A. Johannet, Séverin Pistre, P.A. Ayral, Laurent Cadilhac. Towards a neural networks-based prediction tool devoted to low water-levels forecasting. Case study on the Méjannes-le-Clap karst aquifer (France). 8th International Congress on Environmental Modelling and Software (iEMSs), Jul 2016, Toulouse, France. ⟨hal-02127821⟩
  • Thomas Darras, Line Kong a Siou, Bernard Vayssade, Anne Johannet, Séverin Pistre. Karst flash flood forecasting using recurrent and non-recurrent artificial neural network models: the case of the Lez Basin (southern France). EuroKarst 2016, Sep 2016, Neuchatel, Switzerland. ⟨hal-02127746⟩
  • T. Darras, A. Johannet, B. Vayssade, L. Kong-A-Siou, S. Pistre. Ensemble model to enhance robustness of flash flood forecasting using an Artificial Neural Network: case-study on the Gardon Basin (south-eastern France). ITISE 2016 (International work-conference on Time Series), Jun 2016, Grenade, Spain. ⟨hal-02128571⟩
  • Adrien Coutouis, Anne Johannet, Séverin Pistre, Pierre-Alain Ayral, Laurent Cadilhac. Design of a recurrent rainfall-water level model for water management. Application to the karst Plateau of Méjannes-le-Clap (South-eastern France).. 43rd IAH International Congress “Groundwater and society : 60 years of IAH”, Sep 2016, Montpellier, France. ⟨hal-02125669⟩
  • Anne Johannet, Virgile Taver, Marc Vinches, Valérie Borrell Estupina, Séverin Pistre, et al.. Comparison between inverse modelling and data assimilation to estimate rainfall from runoff using the multilayer perceptron. 2015 International Joint Conference on Neural Networks (IJCNN), Jul 2015, Killarney, France. pp.1-8, ⟨10.1109/IJCNN.2015.7280427⟩. ⟨hal-02140338⟩
  • Line Kong a Siou, Valérie Borrell, Anne Johannet, Séverin Pistre. Neural networks for karst spring management. Case of the Lez spring (Southern France). 5ème International Symposium on Karst, Oct 2014, Malaga, Spain. ⟨hal-02091048⟩
  • T. Darras, Anne Johannet, B. Vayssade, Line Kong a Siou, Séverin Pistre. Intégration de l’estimation de l’humidité du bassin dans la prévision des crues éclair par apprentissage statistique. Colloque E3D, Jun 2014, Alès, France. ⟨hal-02089960⟩
  • Thomas Darras, Anne Johannet, Bernard Vayssade, Line Kong a Siou, Séverin Pistre. Influence of the Initialization ofMultilayer Perceptron for Flash FloodForecasting: Design of a Robust Model. International Work-Conference on Time Series Analysis, Jun 2014, Grenade, Spain. ⟨hal-02088935⟩
  • V. Taver, Anne Johannet, Séverin Pistre, Valérie Borrell Estupina, Marc Vinches. Modélisation hydrodynamique d’un hydrosystème karstique par réseaux de neurones : contraindre le modèle pour améliorer ses performances.. Colloque E3D 2014, Jun 2014, Alès, France. ⟨hal-02094380⟩

Poster communications1 document

  • Guillaume Artigue, Anne Johannet, Valérie Borell-Estupina, Séverin Pistre. Neural network flash flood forecasting : generalizing to ungauged basins. EGU General Assembly 2019, Apr 2019, Vienne, Austria. EGU General Assembly 2019, 2019. ⟨hal-02510794⟩

Book sections3 documents

  • L. Kong-A-Siou, V. Borrell-Estupina, A. Johannet, Séverin Pistre. Neural Networks for Karst Spring Management. Case of the Lez Spring (Southern France). Hydrogeological and Environmental Investigations in Karst Systems, Springer Berlin Heidelberg, pp.361-369, 2015, ⟨10.1007/978-3-642-17435-3_41⟩. ⟨hal-02410300⟩
  • Hervé Jourde, Christelle Batiot-Guilhe, Vincent Bailly-Comte, Cristina Bicalho, Mathieu Blanc, et al.. The MEDYCYSS observatory, a Multi scalE observatory of flooD dYnamiCs and hYdrodynamicS in karSt (Mediterranean border Southern France). 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⟩. ⟨hal-01844069⟩
  • L. Kong a Siou, A. Johannet, Séverin Pistre, V. Borrell. Flash Floods Forecasting in a Karstic Basin Using Neural Networks: the Case of the Lez Basin (South of France). Advances in research in karst media, pp.215-221, 2010, ⟨10.1007/978-3-642-12486-0_33⟩. ⟨hal-02410504⟩