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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Bibliographic Details
Main Authors: Mohsen Shahhosseini, Guiping Hu, Saeed Khaki, Sotirios V. Archontoulis
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2021.709008/full