Search Results for author: Markus Reichstein

Found 8 papers, 3 papers with code

On the Generalization of Agricultural Drought Classification from Climate Data

1 code implementation30 Nov 2021 Julia Gottfriedsen, Max Berrendorf, Pierre Gentine, Markus Reichstein, Katja Weigel, Birgit Hassler, Veronika Eyring

Climate change is expected to increase the likelihood of drought events, with severe implications for food security.

EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts

1 code implementation11 Dec 2020 Christian Requena-Mesa, Vitus Benson, Joachim Denzler, Jakob Runge, Markus Reichstein

Here, we define high-resolution Earth surface forecasting as video prediction of satellite imagery conditional on mesoscale weather forecasts.

Crop Yield Prediction Earth Surface Forecasting

A Perspective on Gaussian Processes for Earth Observation

no code implementations2 Jul 2020 Gustau Camps-Valls, Dino Sejdinovic, Jakob Runge, Markus Reichstein

Earth observation (EO) by airborne and satellite remote sensing and in-situ observations play a fundamental role in monitoring our planet.

Causal Inference Gaussian Processes

Predicting Landscapes from Environmental Conditions Using Generative Networks

no code implementations23 Sep 2019 Christian Requena-Mesa, Markus Reichstein, Miguel Mahecha, Basil Kraft, Joachim Denzler

We demonstrate that for many purposes the generated landscapes behave as real with immediate application for global change studies.

The FLUXCOM ensemble of global land-atmosphere energy fluxes

no code implementations11 Dec 2018 Martin Jung, Sujan Koirala, Ulrich Weber, Kazuhito Ichii, Fabian Gans, Gustau-Camps-Valls, Dario Papale, Christopher Schwalm, Gianluca Tramontana, Markus Reichstein

Here we use machine learning to merge energy flux measurements from FLUXNET eddy covariance towers with remote sensing and meteorological data to estimate net radiation, latent and sensible heat and their uncertainties.

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