4 septembre 2021
Karst modelling challenge 1: Results of hydrological modelling
Pierre-Yves Jeannin, Guillaume Artigue, Christoph Butscher, Yong Chang, Jean-Baptiste Charlier, et al.
Journal of Hydrology, Elsevier, 2021, 600, pp.126508.
Les Publications
Articles de revue
28 avril 2021
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, MDPI, 2021, 13 (12), pp.1690
1 janvier 2021
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, Springer Verlag, 2021, Special Issue « Five decades of advances in karst hydrogeology »
1 septembre 2018
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
1 juin 2017
La modélisation par réseaux de neurones : une nouvelle vision de la recharge de l’aquifère du Lez (Hérault, France)
Anne Johannet, Line Kong-A-Siou, Virgile Taver, Thomas Darras, Valérie Borrell, et al.
Géologues, Société Géologique de France, 2017, La cartographie et la modélisation, pp.59-67
30 octobre 2015
Identification of spatial and temporal contributions of rainfalls to flash floods using neural network modelling: case study on the Lez basin (southern France)
T. Darras, V. Borrell Estupina, L. Kong-A-Siou, B. Vayssade, A. Johannet, et al.
Hydrology and Earth System Sciences, European Geosciences Union, 2015, 19 (10), pp.4397–4410
15 juillet 2015
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, Springer, 2015, 74 (12), pp.7617–7632.
11 juin 2015
Neural network modeling and geochemical wateranalyses to understand and forecast karst and non-karstpart of flash floods (case study on theLezriver,Southern France)
T. Darras, F. Raynaud, V. Borrell Estupina, L. Kong-A-Siou, S. Van-Exter, et al.
Proceedings of the International Association of Hydrological Sciences, Copernicus Publications, 2015, 369, pp.43-48.
9 juin 2015
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, Taylor & Francis, 2015, 60 (7-8), pp.1242–1265.
27 novembre 2014
Performance and complementarity of two systemic models (reservoir and neural networks) used to simulate spring discharge and piezometry for a karst aquifer
Line Kong a Siou, Perrine Fleury, A. Johannet, Valérie Borrell, S. Pistre, et al.
Journal of Hydrology, Elsevier, 2014, pp.3178–3192.