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Corn Yield Prediction With Ensemble CNN-DNN

We investigate the predictive performance of two novel CNN-DNN machine learning ensemble models in predicting county-level corn yields across the US Corn Belt (12 states). The developed data set is a combination of management, environment, and historical corn yields from 1980 to 2019. Two scenarios...

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Detalles Bibliográficos
Autores principales: Shahhosseini, Mohsen, Hu, Guiping, Khaki, Saeed, Archontoulis, Sotirios V.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8364956/
https://www.ncbi.nlm.nih.gov/pubmed/34408763
http://dx.doi.org/10.3389/fpls.2021.709008