5 results

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/out/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 […]

Visual Abstract

Digital soil mapping for the Parnaíba River delta, Brazilian semiarid region

João Victor Alves Amorim ORCID logo , Gustavo Souza Valladares ORCID logo , Marcos Gervasio Pereira ORCID logo , Mirya Grazielle Torres Portela ORCID logo , Andréa Maciel Lima ORCID logo

04/abr/2023

ABSTRACT Soil mapping is a permanent demand, but the traditional method does not allow fast execution and low cost. Digital soil mapping (DSM) aims to improve the process by working with models that treat soil spatial variability quantitatively. In this perspective, the objective of the study is to perform DSM of the Parnaíba River Delta, Northeastern Brazil, through the decision tree (DT) integration technique using a set of attributes derived from the digital elevation model (DEM) and satellite images as […]

Visual Abstract

Fine-scale soil mapping with Earth Observation data: a multiple geographic level comparison

José Lucas Safanelli ORCID logo , José Alexandre Melo Demattê ORCID logo , Natasha Valadares dos Santos ORCID logo , Jorge Tadeu Fim Rosas ORCID logo , Nélida Elizabet Quiñonez Silvero ORCID logo , Benito Roberto Bonfatti ORCID logo , [...]

24/nov/2021

ABSTRACT Multitemporal collections of satellite images and their products have recently been explored in digital soil mapping. This study aimed to produce a bare soil image (BSI) for the São Paulo State (Brazil) to perform a pedometric analysis for different geographical levels. First, we assessed the potential of the BSI for predicting the surface (0.00-0.20 m) and subsurface (0.80-1.00 m) clay, iron oxides (Fe 2 O 3 ), aluminum (m%) and bases saturation (V%) contents at the state level, which […]

Visual Abstract

Satellite Spectral Data on the Quantification of Soil Particle Size from Different Geographic Regions

José Alexandre Melo Demattê, Clécia Cristina Barbosa Guimarães, Caio Troula Fongaro, Emmily Larissa Felipe Vidoy, Veridiana Maria Sayão, André Carnieletto Dotto, [...]

12/set/2018

ABSTRACT: The study of soils, including their physical and chemical properties, is essential for agricultural management. Soil quality must be maintained to ensure sustainable production of food and conservation of natural resources. In this context, soil mapping is important to provide spatial information, which can be performed using remote sensing (RS) techniques. Modeling through use of satellite data is uncertain regarding the amplitude of replicability of the models. The aim of this study was to develop a quantification model for […]

Integração de dados do quickbird e atributos do terreno no mapeamento digital de solos por redes neurais artificiais

César da Silva Chagas, Waldir de Carvalho Júnior, Silvio Barge Bhering

01/jun/2011

No presente estudo, foi realizada uma avaliação de diferentes variáveis ambientais no mapeamento digital de solos em uma região no norte do Estado de Minas Gerais, utilizando redes neurais artificiais (RNA). Os atributos do terreno declividade e índice topográfico combinado (CTI), derivados de um modelo digital de elevação, três bandas do sensor Quickbird e um mapa de litologia foram combinados, e a importância de cada variável para discriminação das unidades de mapeamento foi avaliada. O simulador de redes neurais utilizado […]