A New Method for Estimating Soil Fertility Using Extreme Gradient Boosting and a Backpropagation Neural Network

A New Method for Estimating Soil Fertility Using Extreme Gradient Boosting and a Backpropagation Neural Network

Soil fertility affects crop yield and quality. A quick, accurate evaluation of soil fertility is crucial for agricultural production. Few satellite image-based evaluation studies have quantified soil fertility during the crop growth period. Therefore, this study proposes a new approach to the quanti...

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Bibliographic Details
Main Authors: Yiping Peng, Zhenhua Liu, Chenjie Lin, Yueming Hu, Li Zhao, Runyan Zou, Ya Wen, Xiaoyun Mao
Format: Article
Language:English
Published: MDPI AG 2022-07-01
Series:Remote Sensing
Subjects:
soil fertility estimation
crop spectral variables
red-edge
XGBoost
BPNN
Online Access:https://www.mdpi.com/2072-4292/14/14/3311

Internet

https://www.mdpi.com/2072-4292/14/14/3311

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