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
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