Simultaneous prediction of soil properties from VNIR-SWIR spectra using a localized multi-channel 1-D convolutional neural network
Nikolaos Tsakiridis, Konstantinos D. Keramaris, John B. Theocharis, George Zalidis
Topics & Concepts
VNIRMean squared errorConvolutional neural networkTopsoilHyperspectral imagingEnvironmental sciencePartial least squares regressionSoil testRemote sensingComputer scienceSoil scienceSoil waterArtificial intelligencePattern recognition (psychology)Machine learningMathematicsStatisticsGeologySoil Geostatistics and MappingSpectroscopy and Chemometric AnalysesMineral Processing and Grinding