Machine learning models to predict daily actual evapotranspiration of citrus orchards under regulated deficit irrigation

Antonino Pagano, Federico Amato,Matteo Ippolito,Dario De Caro, Daniele Croce,Antonio Motisi,Giuseppe Provenzano,Ilenia Tinnirello

Ecological Informatics（2023）

引用 3|浏览5

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摘要

•Machine learning is used to predict actual evapotranspiration in citrus orchards.•Models are trained under regulated deficit irrigation in a Mediterranean climate.•Soil water content, vegetation indices and climate variables improve predictions.•Input features can be reduced to only four, while maintaining good accuracy.

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关键词

Actual evapotranspiration,Machine learning,Artificial Neural Network,Multi-Layer Perceptron,Random Forest,Citrus orchard,Regulated deficit irrigation

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