Effectiveness of machine learning and deep learning models at county-level soybean yield forecasting

Effectiveness of machine learning and deep learning models at county-level soybean yield forecasting

Crop yield forecasting is critical in modern agriculture to ensure food security, economic stability, and effective resource management. The main goal of this study was to combine historical multisource satellite and environmental datasets with a deep learning (DL) model for soybean yield forecastin...

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Bibliographic Details
Main Authors: Nizom Farmonov, Khilola Amankulova, Shahid Nawaz Khan, Mokhigul Abdurakhimova, József Szatmári, Tukhtaeva Khabiba, Radjabova Makhliyo, Meiliyeva Khodicha, László Mucsi
Format: Article
Language:English
Published: Research Centre for Astronomy and Earth Sciences, Hungarian Academy of Sciences 2023-12-01
Series:Hungarian Geographical Bulletin
Subjects:
agriculture
remote sensing
farmers
random forest
soybean
machine learning
Online Access:https://ojs3.mtak.hu/index.php/hungeobull/article/view/12631

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