Chemometric Methods in Analytical Spectroscopy Technology [E-Book] / by Xiaoli Chu, Yue Huang, Yong-Huan Yun, Xihui Bian.
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, outl...
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Full text |
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| Personal Name(s): | Chu, Xiaoli, author |
| Bian, Xihui, author / Huang, Yue, author / Yun, Yong-Huan, author | |
| Edition: |
1st edition 2022. |
| Imprint: |
Singapore :
Springer,
2022
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| Physical Description: |
XIV, 595 pages 281 illustrations, 203 illustrations in color (online resource) |
| Note: |
englisch |
| ISBN: |
9789811916250 |
| DOI: |
10.1007/978-981-19-1625-0 |
| Subject (LOC): |
- 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.