A comparative study of deep reinforcement learning for crop production management

Crop production management is essential for optimizing yield and minimizing a field's environmental impact to crop fields, yet it remains challenging due to the complex and stochastic processes involved. Recently, researchers have turned to machine learning to address these complexities. Specif...

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Bibliographic Details

Published in:	Smart Agricultural Technology
Main Authors:	Joseph Balderas, Dong Chen, Yanbo Huang, Li Wang, Ren-Cang Li
Format:	Article
Language:	English
Published:	Elsevier 2025-03-01
Subjects:	Crop production management Reinforcement learning Deep learning Machine learning Proximal policy optimization Deep Q-networks
Online Access:	http://www.sciencedirect.com/science/article/pii/S2772375525000863