Comparative Analysis of Tillage Indices and Machine Learning Algorithms for Maize Residue Cover Prediction

Comparative Analysis of Tillage Indices and Machine Learning Algorithms for Maize Residue Cover Prediction

Remote sensing estimation of maize residue cover (MRC) can rapidly acquire large-scale data on MRC, crucial for monitoring and promoting conservation tillage. Herein, seven tillage indices derived from Sentinel-2 satellite imagery were analyzed alongside measured MRC data to assess their correlation...

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Main Authors: Jian Li, Kewen Shao, Jia Du, Kaishan Song, Weilin Yu, Zhengwei Liang, Weijian Zhang, Jie Qin, Kaizeng Zhuo, Cangming Zhang, Yu Han, Yiwei Zhang, Bingrun Sui
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Remote Sensing
Subjects:
tillage indices
machine learning
maize residue cover
stacking ensemble learning
sentinel-2 remotely sensed data
Online Access:https://www.mdpi.com/2072-4292/17/1/105
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