Hybrid modeling of evapotranspiration: inferring stomatal and aerodynamic resistances using combined physics-based and machine learning
ElGhawi, RedaReda, Kraft, Basil, Reimers, Christian, Reichstein, Markus, Körner, Marco, Gentine, Pierre, WinklerWinkler, Alexander J
Published in Environmental research letters (01.03.2023)
Published in Environmental research letters (01.03.2023)
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Journal Article
Contrasting Drought Propagation Into the Terrestrial Water Cycle Between Dry and Wet Regions
Li, Wantong, Reichstein, Markus, O, Sungmin, May, Carla, Destouni, Georgia, Migliavacca, Mirco, Kraft, Basil, Weber, Ulrich, Orth, Rene
Published in Earth's future (01.07.2023)
Published in Earth's future (01.07.2023)
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Journal Article
Towards hybrid modeling of the global hydrological cycle
Kraft, Basil, Jung, Martin, Körner, Marco, Koirala, Sujan, Reichstein, Markus
Published in Hydrology and earth system sciences (23.03.2022)
Published in Hydrology and earth system sciences (23.03.2022)
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Journal Article
Diagnosing modeling errors in global terrestrial water storage interannual variability
Lee, Hoontaek, Jung, Martin, Carvalhais, Nuno, Trautmann, Tina, Kraft, Basil, Reichstein, Markus, Forkel, Matthias, Koirala, Sujan
Published in Hydrology and earth system sciences (14.04.2023)
Published in Hydrology and earth system sciences (14.04.2023)
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Journal Article
DeepPhenoMem V1.0: deep learning modelling of canopy greenness dynamics accounting for multi-variate meteorological memory effects on vegetation phenology
Liu, Guohua, Migliavacca, Mirco, Reimers, Christian, Kraft, Basil, Reichstein, Markus, Richardson, Andrew D, Wingate, Lisa, Delpierre, Nicolas, Yang, Hui, Winkler, Alexander J
Published in Geoscientific Model Development (12.09.2024)
Published in Geoscientific Model Development (12.09.2024)
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Journal Article
Identifying Dynamic Memory Effects on Vegetation State Using Recurrent Neural Networks
Kraft, Basil, Jung, Martin, Körner, Marco, Requena Mesa, Christian, Cortés, José, Reichstein, Markus
Published in Frontiers in big data (23.10.2019)
Published in Frontiers in big data (23.10.2019)
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Journal Article
Modelling Landsurface Time-Series with Recurrent Neural Nets
Reichstein, Markus, Besnard, Simon, Carvalhais, Nuno, Gans, Fabian, Jung, Martin, Kraft, Basil, Mahecha, Miguel
Published in IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium (01.07.2018)
Published in IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium (01.07.2018)
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Conference Proceeding
Predicting Landscapes from Environmental Conditions Using Generative Networks
Requena-Mesa, Christian, Reichstein, Markus, Mahecha, Miguel, Kraft, Basil, Denzler, Joachim
Published in arXiv.org (23.09.2019)
Published in arXiv.org (23.09.2019)
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Paper
Journal Article