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Hyperspectral imaging for high-resolution mapping of soil carbon fractions in intact paddy soil profiles with multivariate techniques and variable selection

Shengxiang Xu, Meiyan Wang, Xuezheng Shi

2020Geoderma69 citationsDOI

Topics & Concepts

Partial least squares regressionHyperspectral imagingMultivariate statisticsMean squared errorSoil carbonSoil organic matterChemometricsSupport vector machineCoefficient of determinationSoil scienceCorrelation coefficientRandom forestFeature selectionLinear regressionMathematicsChemistryStatisticsEnvironmental scienceArtificial intelligenceSoil waterComputer scienceChromatographySoil Geostatistics and MappingSpectroscopy and Chemometric AnalysesGeochemistry and Geologic Mapping
Hyperspectral imaging for high-resolution mapping of soil carbon fractions in intact paddy soil profiles with multivariate techniques and variable selection | Litcius