Estimating the heavy metal contents in farmland soil from hyperspectral images based on Stacked AdaBoost ensemble learning

Estimating the heavy metal contents in farmland soil from hyperspectral images based on Stacked AdaBoost ensemble learning

Heavy metal pollution poses a huge challenge to the soil environment. With the increasing pollution level, the traditional monitoring methods cannot quickly obtain information on large-area pollution. Therefore, a large-scale mapping method with high precision is urgently needed to effectively contr...

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Bibliographic Details
Main Authors: Nan Lin, Ranzhe Jiang, Genjun Li, Qian Yang, Delin Li, Xuesong Yang
Format: Article
Language:English
Published: Elsevier 2022-10-01
Series:Ecological Indicators
Subjects:
Hyperspectral image
Soil heavy metals
Concentration prediction
Stacking
AdaBoost
Online Access:http://www.sciencedirect.com/science/article/pii/S1470160X22008020

Internet

http://www.sciencedirect.com/science/article/pii/S1470160X22008020

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