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Multilevel Deep Learning Network for County-Level Corn Yield Estimation in the U.S. Corn Belt

Accurate and timely estimation of crop yield at a small scale is of great significance to food security and harvest management. Recent studies have proven remote sensing is an efficient method for yield estimation and machine learning, especially deep learning, can infer a good prediction by integra...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Jie Sun, Zulong Lai, Liping Di, Ziheng Sun, Jianbin Tao, Yonglin Shen
Format: Artigo
Sprache:Inglês
Veröffentlicht: IEEE 2020-01-01
Schriftenreihe:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Schlagworte:
Convolutional neural network (CNN)
county-level
long short-term memory (LSTM)
prediction
yield
Online-Zugang:https://ieeexplore.ieee.org/document/9177261/
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