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xiaoli c chemometric methods analytical spectroscopy technology 2022

Type:: E-books
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Uploaded On:: March 19, 2024, 6:35 p.m.
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Textbook in PDF format This book discusses chemometric methods for spectroscopy analysis including NIR, MIR, Raman, NMR, and LIBS, from the perspective of practical applied spectroscopy. It covers all aspects of chemometrics associated with analytical spectroscopy, including representative sample selection algorithm, outlier detection algorithm, model updating and maintenance algorithm and strategy and calibration performance evaluation methods.To provide a systematic and comprehensive overview the latest progress of chemometric methods including recent scientific research and practical applications are presented. In addition the book also highlights the improvement of classical algorithms and the extension of common strategies. It is therefore useful as a reference book for researchers engaged in analytical spectroscopy technology, chemometrics, analytical instruments and other related fields. Preface Chemometric Methods in Analytical Spectroscopy Technology Modern Spectral Analysis Techniques Basis of Matrices and Mathematical Statistics Spectral Preprocessing Methods Wavelength Selection Methods Spectral Dimensionality Reduction Methods Linear Calibration Methods Nonlinear Calibration Methods Method of Selecting Calibration Samples Detection Methods for Outlier Samples Maintenance and Update of Calibration Model Pattern Recognition Methods Model Evaluation Methods for Improving Prediction Ability of Model Multi-spectral Fusion Technology Multi-way Resolution and Calibration Methods Calibration Transfer Methods Deep Learning Methods Chemometrics Software and Toolkits Discussion of Some Issues

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Xiaoli C. Chemometric Methods in Analytical Spectroscopy Technology 2022.pdf 16.2 MB

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xiaoli c chemometric methods analytical spectroscopy technology 2022