Chemometric Methods in Analytical Spectroscopy Technology
portes grátis
Chemometric Methods in Analytical Spectroscopy Technology
Huang, Yue; Chu, Xiaoli; Yun, Yong-Huan; Bian, Xihui
Springer Verlag, Singapore
05/2022
595
Dura
Inglês
9789811916243
15 a 20 dias
1075
Descrição não disponível.
Introduction.- Modern Spectroscopic Analysis Technology.- Basis of Matrix and Mathematical Statistics.- Preprocessing Methods in Spectroscopy Analysis.- Wavelength Variable Selection Method.- Spectral Dimensionality Reduction Method.- Linear Regression Method.- Non-Linear Regression Method.- Selection of Representative samples.- Outlier Detection Method.- Calibration Model Maintenance.- Pattern Recognition.- Evaluation of Model Performance.- Ways to Improve Model Predictive Ability.- Multi-spectral Fusion Technology.- Multi-way Resolution and Calibration.- Calibration Transfer Method.- Deep Learning Algorithms.- Chemometrics Software and Toolbox.- Discussions.
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Chemometrics;Spectroscopy;Process Analytical Technology;Multivariate Calibration;Pattern Recognition;Machine Learning;Deep Learning
Introduction.- Modern Spectroscopic Analysis Technology.- Basis of Matrix and Mathematical Statistics.- Preprocessing Methods in Spectroscopy Analysis.- Wavelength Variable Selection Method.- Spectral Dimensionality Reduction Method.- Linear Regression Method.- Non-Linear Regression Method.- Selection of Representative samples.- Outlier Detection Method.- Calibration Model Maintenance.- Pattern Recognition.- Evaluation of Model Performance.- Ways to Improve Model Predictive Ability.- Multi-spectral Fusion Technology.- Multi-way Resolution and Calibration.- Calibration Transfer Method.- Deep Learning Algorithms.- Chemometrics Software and Toolbox.- Discussions.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.