Concepedia

Removal of external influences from on-line vis-NIR spectra for predicting soil organic carbon using machine learning

Muhammad Abdul Munnaf, Abdul Mounem Mouazen

CATENA · 2022 · 81 citations · 53 references

Open access

Concepts

AgricultureEarth SciencesSoil SciencesMachine LearningSoil Organic MatterSoil ScienceSoil Organic Matter ChemistrySoil Carbon Calibration ModelsSoil Carbon ModelingSoil Organic CarbonSoil Organic Carbon Content MeasurementSoil Organic Carbon EstimationSoil Organic Carbon MappingSoil Organic Matter Prediction ModelsSoil Organic Matter Spectroscopy

References

53

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

Smoothing and Differentiation of Data by Simplified Least Squares Procedures.

Abraham Savitzky, Marcel J. E. Golay · Analytical Chemistry · 1964 · 21.3K citations

Natural Sciences, Chemistry, Analytical Chemistry +6

PLS-regression: a basic tool of chemometrics

Svante Wold, Michael Sjöstróm, Lennart Eriksson · Chemometrics and Intelligent Laboratory Systems · 2001 · 9.7K citations

Natural Sciences, Chemistry, Analytical Chemistry +6

Building Predictive Models in <i>R</i> Using the <b>caret</b> Package

Max Kühn · Journal of Statistical Software · 2008 · 9.3K citations · Full text

Computing, Data Science, Computational Chemistry +15

Standard Normal Variate Transformation and De-Trending of Near-Infrared Diffuse Reflectance Spectra

Richard Barnes, M.S. Dhanoa, S.J. Lister · Applied Spectroscopy · 1989 · 3.7K citations

Natural Sciences, Chemistry, Analytical Chemistry +16