Environmental Pollutants and Bioavailability · 2018 · 13 citations · 46 references
Precision AgricultureEnvironmental MonitoringEngineeringLand DegradationEarth ScienceSoil CharacterizationOrganic GeochemistryEnvironmental ChemistryTotal NitrogenSoil PropertySoil Carbon LevelsGeoenvironmental EngineeringSoil PropertiesSoil GasCarbon SequestrationBiogeochemistryTotal Organic CarbonSoil ScienceSoil Physical QualityCalcareous SoilsSoil CarbonSoil Carbon CycleSoil ModelingSpectroscopyAgricultural ModelingRemote SensingMid-infrared Reflectance Spectroscopy
The objective of this study was to assess the predictive performance of midDRIFTS-PLSR models in quantifying total carbon (TC), total organic carbon (TOC), total inorganic carbon (TIC), total nitrogen (TN), hot water extractable carbon and nitrogen (CHWE, NHWE), pH, and the clay, silt, and sand content of soils. A total of 68 soil samples were taken across an agroecological region in southwest Iran, and analyzed in the laboratory using mid-DRIFTS-PLSR. midDRIFTS-PLSR calibration models were developed, and external validation was performed for each of the soil properties via an independent algorithm. The calibration and validation models allowed for a sufficient prediction of TC, TIC, and TOC with residual prediction deviations ≥3 and R2 values >0.9. The precise prediction ofcarbon fractions, such as TC, TIC, and TOC, in a rapid and inexpensive manner confirmed that midDRIFTS analysis was a rapid-throughput and cost-effective technique for monitoring soil carbon at the regional scale.
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Humus Chemistry—Genesis, Composition, Reactions
J. W. Parsons · Soil Science · 1983 · 4.1K citations
Ceramurgia International · 1977 · 2.7K citations
Raphael A. Viscarra Rossel, D.J.J. Walvoort, Alex B. McBratney et al. · Geoderma · 2005 · 2.1K citations
Soil Property, Precision Agriculture, Environmental Monitoring +11
The successive projections algorithm for variable selection in spectroscopic multicomponent analysis
Mário César Ugulino de Araújo, Teresa Cristina Bezerra Saldanha, Roberto Kawakami Harrop Galvão et al. · Chemometrics and Intelligent Laboratory Systems · 2001 · 1.2K citations
Engineering, Physics, Spectroscopic Multicomponent Analysis +13