Reichstein, Markus

Deep learning and process understanding for data-driven Earth system science

Reichstein, M., Camps-Valls, G., Stevens, B., Jung, M., Denzler, J., Carvalhais, N., & Prabhat (2019) · Nature

Hydrological Forecasting Using AIModel Reduction and Neural Networks

Cited by 5,673

TRY – a global database of plant traits

KATTGE, J., DÍAZ, S., LAVOREL, S., PRENTICE, I. C., LEADLEY, P., BÖNISCH, G., GARNIER, E., WESTOBY, M., REICH, P. B., WRIGHT, I. J., et al. (2011) · Global Change Biology

Ecology and Vegetation Dynamics StudiesBotany and Plant Ecology Studies

Cited by 2,638

The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data

Pastorello, G., Trotta, C., Canfora, E., Chu, H., Christianson, D., Cheah, Y.-W., Poindexter, C., Chen, J., Elbashandy, A., Humphrey, M., et al. (2020) · Scientific Data

Plant Water Relations and Carbon DynamicsEnvironmental Monitoring and Data Management

Cited by 1,728

Net carbon dioxide losses of northern ecosystems in response to autumn warming

Piao, S., Ciais, P., Friedlingstein, P., Peylin, P., Reichstein, M., Luyssaert, S., Margolis, H., Fang, J., Barr, A., Chen, A., et al. (2008) · Nature

Plant Water Relations and Carbon DynamicsAtmospheric and Environmental Gas Dynamics

Cited by 1,157

Effects of climate extremes on the terrestrial carbon cycle: concepts, processes and potential future impacts

Frank, D., Reichstein, M., Bahn, M., Thonicke, K., Frank, D., Mahecha, M. D., Smith, P., van der Velde, M., Vicca, S., Babst, F., et al. (2015) · Global Change Biology

Plant Water Relations and Carbon DynamicsFire effects on ecosystems

Cited by 1,037

Scaling carbon fluxes from eddy covariance sites to globe: synthesis and evaluation of the FLUXCOM approach

Jung, M., Schwalm, C., Migliavacca, M., Walther, S., Camps-Valls, G., Koirala, S., Anthoni, P., Besnard, S., Bodesheim, P., Carvalhais, N., et al. (2020) · Biogeosciences

Plant Water Relations and Carbon DynamicsAtmospheric and Environmental Gas Dynamics

Cited by 866

Physics‐Constrained Machine Learning of Evapotranspiration

Zhao, W. L., Gentine, P., Reichstein, M., Zhang, Y., Zhou, S., Wen, Y., Lin, C., Li, X., & Qiu, G. Y. (2019) · Geophysical Research Letters

Plant Water Relations and Carbon DynamicsHydrological Forecasting Using AI

Cited by 315

Machine-learning-based evidence and attribution mapping of 100,000 climate impact studies

Callaghan, M., Schleussner, C.-F., Nath, S., Lejeune, Q., Knutson, T. R., Reichstein, M., Hansen, G., Theokritoff, E., Andrijevic, M., Brecha, R. J., et al. (2021) · Nature Climate Change

Climate variability and modelsClimate Change and Environmental Impact

Cited by 251

Both priming and temperature sensitivity of soil organic matter decomposition depend on microbial biomass – An incubation study

Thiessen, S., Gleixner, G., Wutzler, T., & Reichstein, M. (2013) · Soil Biology and Biochemistry

Soil Carbon and Nitrogen DynamicsMycorrhizal Fungi and Plant Interactions

Cited by 233

BHPMF – a hierarchical Bayesian approach to gap‐filling and trait prediction for macroecology and functional biogeography

Schrodt, F., Kattge, J., Shan, H., Fazayeli, F., Joswig, J., Banerjee, A., Reichstein, M., Bönisch, G., Díaz, S., Dickie, J., et al. (2015) · Global Ecology and Biogeography

Ecology and Vegetation Dynamics StudiesSpecies Distribution and Climate Change

Cited by 206

Towards hybrid modeling of the global hydrological cycle

Kraft, B., Jung, M., Körner, M., Koirala, S., & Reichstein, M. (2022) · Hydrology and Earth System Sciences

Hydrological Forecasting Using AISoil Moisture and Remote Sensing

Cited by 173

X-BASE: the first terrestrial carbon and water flux products from an extended data-driven scaling framework, FLUXCOM-X

Nelson, J. A., Walther, S., Gans, F., Kraft, B., Weber, U., Novick, K., Buchmann, N., Migliavacca, M., Wohlfahrt, G., Šigut, L., et al. (2024) · Biogeosciences

Plant Water Relations and Carbon DynamicsAtmospheric and Environmental Gas Dynamics

Cited by 136

SOMPROF: A vertically explicit soil organic matter model

Braakhekke, M. C., Beer, C., Hoosbeek, M. R., Reichstein, M., Kruijt, B., Schrumpf, M., & Kabat, P. (2011) · Ecological Modelling

Soil Carbon and Nitrogen DynamicsSoil and Unsaturated Flow

Cited by 98