Ensemble learning-based crop yield estimation: a scalable approach for supporting agricultural statistics

Author:

Brandt Patric1ORCID,Beyer Florian1ORCID,Borrmann Peter1ORCID,Möller Markus1ORCID,Gerighausen Heike1ORCID

Affiliation:

1. Julius Kühn Institute (JKI) – Federal Research Centre for Cultivated Plants, Institute for Crop and Soil Science, Braunschweig, Germany

Funder

funded by the German Federal Statistical Office

Publisher

Informa UK Limited

Reference105 articles.

1. Testing of Satellite-Based Yield Estimation for Agricultural Statistics - the SatAgrarstat Project;Arnold J.;WISTA,2021

2. Bauer-Marschallinger, B., and S. Massart. 2023. Copernicus Global Land Operations “Vegetation and Energy, CGLOPS-1”. Quality Assessment Report. Update 2022. Soil Water Index Collection 1km. Version 1.0. Technical Report I1.00. TU Wien. https://land.copernicus.eu/global/sites/cgls.vito.be/files/products/CGLOPS1_QAR2022_SWI1km_V1_I1.00.pdf.

3. Soil Moisture from Fusion of Scatterometer and SAR: Closing the Scale Gap with Temporal Filtering

4. A general conceptual framework for multi-dimensional spatio-temporal data sets

5. Hyperopt: A Python Library for Model Selection and Hyperparameter Optimization;Bergstra J.;Computational Science & Discovery,2015

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