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Hydropedological digital mapping: machine learning applied to spectral VIS-IR and radiometric data dimensionality reduction

Priscilla Azevedo dos Santos ORCID logo , Helena Saraiva Koenow Pinheiro ORCID logo , Waldir de Carvalho Carvalho ORCID logo , Igor Leite da Silva ORCID logo , Nilson Rendeiro Pereira ORCID logo , Silvio Barge Bhering ORCID logo , [...]

03/Oct/2023

ABSTRACT Pedosphere-hydrosphere interface accounts for the association between soil hydrology and landscape, represented by topographic and Remote Sensing data support and integration. This study aimed to analyze different statistical radiometric and spectral data selection methods and dimensionality reduce environment-related data to support the classification of soil physical-hydric properties, such as soil basic infiltration rate (bir) and saturated hydraulic conductivity (Ksat); as well as to act in data mining processes applied to hydropedological properties digital mapping. Accordingly, research integrated information from […]

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