Operational Mapping of Salinization Areas in Agricultural Fields Using Machine Learning Models Based on Low-Altitude Multispectral Images

Operational Mapping of Salinization Areas in Agricultural Fields Using Machine Learning Models Based on Low-Altitude Multispectral Images

Salinization of cultivated soil is an important negative factor that reduces crop yields. Obtaining accurate and timely data on the salinity of soil horizons allows for planning the agrotechnical measures to reduce this negative impact. The method of soil salinity mapping of the 0–30 cm layer on irr...

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Bibliographic Details
Main Authors: Ravil Mukhamediev, Yedilkhan Amirgaliyev, Yan Kuchin, Margulan Aubakirov, Alexei Terekhov, Timur Merembayev, Marina Yelis, Elena Zaitseva, Vitaly Levashenko, Yelena Popova, Adilkhan Symagulov, Laila Tabynbayeva
Format: Article
Language:English
Published: MDPI AG 2023-05-01
Series:Drones
Subjects:
soil salinity
unmanned aerial vehicle
spectral indexes
machine learning
XGBoost
LightGBM
Online Access:https://www.mdpi.com/2504-446X/7/6/357

Internet

https://www.mdpi.com/2504-446X/7/6/357

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