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Applying convolutional neural networks (CNN) for end-to-end soil analysis based on laser-induced breakdown spectroscopy (LIBS) with less spectral preprocessing

Xuebin Xu, Fei Ma, Jianmin Zhou, Changwen Du

2022Computers and Electronics in Agriculture82 citationsDOI

Topics & Concepts

OverfittingPartial least squares regressionLaser-induced breakdown spectroscopyConvolutional neural networkChemometricsArtificial intelligenceMean squared errorPreprocessorPattern recognition (psychology)Biological systemComputer scienceArtificial neural networkMathematicsSpectroscopyMachine learningStatisticsPhysicsBiologyQuantum mechanicsLaser-induced spectroscopy and plasmaSpectroscopy and Chemometric AnalysesAnalytical chemistry methods development
Applying convolutional neural networks (CNN) for end-to-end soil analysis based on laser-induced breakdown spectroscopy (LIBS) with less spectral preprocessing | Litcius