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Global, high-resolution mapping of tropospheric ozone – explainable machine learning and impact of uncertainties2022 Geoscientific model development article Environmental Science Air Quality Monitoring and Forecasting Open access
Clara Betancourt, Timo T. Stomberg, Ann-Kathrin Edrich, Ankit Patnala, Martin G. Schultz, Ribana Roscher, +2 more
30citations -
A Machine Learning Approach to Upscale Net Ecosystem Exchange to a Regional Scale: Integration of Eddy Covariance, Remote Sensing and Reanalysis Data2020 conference-abstract Environmental Science Plant Water Relations and Carbon Dynamics Open access
Oliver Reitz, Alexander Graf, Marius Schmidt, Gunnar Ketzler, Michael Leuchner
0citations -
Upscaling Net Ecosystem Exchange Over Heterogeneous Landscapes With Machine Learning2021 Geo-Leo e-docs (Deutsche Initiative für Netzwerkinformation) article Environmental Science Plant Water Relations and Carbon Dynamics Open access
Oliver Reitz, Alexander Graf, Marius Schmidt, Gunnar Ketzler, Michael Leuchner
50citations -
Modeling spatial distribution of Amazonian functional composition and diversity using satellite embeddings2026 SSRN Electronic Journal preprint Environmental Science Remote Sensing in Agriculture Open access
Shoyo Nakamura, Nandin‐Erdene Tsendbazar, Hans ter Steege, Marc Rußwurm, Fons van der Plas, Florian Wittmann, +94 more
0citations -
Quantifying mangrove leaf area index from Sentinel-2 imagery using hybrid models and active learning2022 International Journal of Remote Sensing article Environmental Science Remote Sensing in Agriculture Open access
Nguyễn An Bình, Leon T. Hauser, Pham Viet Hoa, Giang Thị Phương Thảo, Nguyen Ngoc An, Huynh Song Nhut, +1 more
49citations -
Mapping tree species diversity across the Amazon using remote sensing, diverse environmental data and machine learning2026 International Journal of Applied Earth Observation and Geoinformation article Environmental Science Remote Sensing in Agriculture Open access
Shoyo Nakamura, Nandin‐Erdene Tsendbazar, Hans ter Steege, Lars Hein, Jannik Schultner
0citations -
A gridded air quality forecast through fusing site-available machine learning predictions from RFSML v1.0 and chemical transport model results from GEOS-Chem v13.1.0 using the ensemble Kalman filter2023 Geoscientific model development article Environmental Science Air Quality Monitoring and Forecasting Open access
Jianbing Jin, Arjo J. Segers, Hong Liao, Ke Li, Bufan Xu, Wei Han, +2 more
14citations -
Machine learning-based emission rate estimates of global methane super-emissions2026 Atmospheric measurement techniques article Environmental Science Atmospheric and Environmental Gas Dynamics Open access
Clayton Roberts, Joannes D. Maasakkers, Tobias A. de Jong, Berend J. Schuit, Shubham Sharma, Théo Huegens, +3 more
0citations -
A Spatiotemporal Deep Learning Approach for Urban Pluvial Flood Forecasting with Multi-Source Data2023 Water article Environmental Science Hydrological Forecasting Using AI Open access cited by 1 patent
Benjamin Burrichter, Julian Hofmann, Juliana Koltermann da Silva, André Niemann, Markus Quirmbach
45citations -
How to enrich training data for machine learning-based landslide hazard prediction with spatio-temporal precipitation information?2026 Georisk Assessment and Management of Risk for Engineered Systems and Geohazards article Environmental Science Landslides and related hazards Open access
Ann-Kathrin Edrich, Anil Yıldiz, Ribana Roscher, Julia Kowalski
1citations