New approach for rapid estimation of leaf nitrogen, phosphorus, and potassium contents in apple-trees using Vis/NIR spectroscopy based on wavelength selection coupled with machine learning
Rahim Azadnia, Ali Rajabipour, Bahareh Jamshidi, Mahmoud Omid
Topics & Concepts
Partial least squares regressionChemometricsSupport vector machineRandom forestLeast squares support vector machineDecision treeMean squared errorFeature selectionArtificial neural networkResidualArtificial intelligenceBiological systemRemote sensingComputer scienceMachine learningMathematicsStatisticsAlgorithmGeologyBiologySpectroscopy and Chemometric AnalysesLeaf Properties and Growth MeasurementRemote Sensing in Agriculture