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Improved Yield Prediction of Winter Wheat Using a Novel Two-Dimensional Deep Regression Neural Network Trained via Remote Sensing †

In recent years, the use of remotely sensed and on-ground observations of crop fields, in conjunction with machine learning techniques, has led to highly accurate crop yield estimations. In this work, we propose to further improve the yield prediction task by using Convolutional Neural Networks (CNN...

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Detalles Bibliográficos
Autores principales: Morales, Giorgio, Sheppard, John W., Hegedus, Paul B., Maxwell, Bruce D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9824857/
https://www.ncbi.nlm.nih.gov/pubmed/36617083
http://dx.doi.org/10.3390/s23010489