Evaluation of Soil Nutrient Status Based on LightGBM Model: An Example of Tobacco Planting Soil in Debao County, Guangxi

Evaluation of Soil Nutrient Status Based on LightGBM Model: An Example of Tobacco Planting Soil in Debao County, Guangxi

Soil nutrient status is the foundation of agricultural development. Exploring the features of soil nutrients and status evaluation can provide a reference for the development of modern agriculture. LightGBM is an optimization algorithm based on the boosting framework, which uses histograms to improv...

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Bibliographic Details
Main Authors: Zhipeng Liang, Tianxiang Zou, Jialin Gong, Meng Zhou, Wenjie Shen, Jietang Zhang, Dongsheng Fan, Yanhui Lu
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Applied Sciences
Subjects:
LightGBM model
tobacco planting soil
confusion matrix
eigenvalue analysis
nutrient features
nutrient status
Online Access:https://www.mdpi.com/2076-3417/12/23/12354

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