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Is deeper always better? Evaluating deep learning models for yield forecasting with small data

Predicting crop yields, and especially anomalously low yields, is of special importance for food insecure countries. In this study, we investigate a flexible deep learning approach to forecast crop yield at the provincial administrative level based on deep 1D and 2D convolutional neural networks usi...

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Detalles Bibliográficos
Autores principales: Sabo, Filip, Meroni, Michele, Waldner, François, Rembold, Felix
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10482790/
https://www.ncbi.nlm.nih.gov/pubmed/37672152
http://dx.doi.org/10.1007/s10661-023-11609-8