Chemometric Methods in Analytical Spectroscopy Technology

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.

Dr. Xiaoli Chu received his B.S. degree in chemical engineering from Yantai University in 1996 and his M.S. degree and Ph.D. degree in applied chemistry from the Research Institute of Petroleum Processing (RIPP) in 1999 and 2004, respectively. He is currently the director of a research group on spectroscopy and Chemometrics in Analytical Research Department at the RIPP. His research interests include the research and applications of molecular spectroscopy (UV-visible, infrared, near infrared and Raman) combined with Chemometrics methods for petroleum and petrochemicals. He has applied for more than 40 invention patents; over 30 patents have realized industrialization, and has authored several books.He acted as the guest editor of the special issue of Journal of Near Infrared Spectroscopy. He has been very active in the China Spectroscopy Analysis Community, and organized the first Chinese National Near Infrared Spectroscopy Conference in 2006, co-organized the 2nd Asian Spectroscopy Symposium in 2009 and the 6th Asian Spectroscopy Symposium in 2018. As the secretary-general, he organized the 20th International Conference on Near Infrared Spectroscopy (ICNIRS 2021) which was held in Beijing.

Dr. Yue Huang received his Ph.D. degree from the China Agricultural University in 2012. During 2012-2016, he worked at Beijing R&D Centre of China Tobacco on food quality control. Since 2018, he started to work at China Agricultural University as an associate professor of food safety and nutrition. His research interest focuses on the applications of spectral analysis, hyperspectral imaging, and nondestructive detection on foods. He has published over 50 refereed articles. He is the editorial board member of Food Research and Development (Chinese Journal).

Dr. Yonghuan Yun received the B.S. degree in pharmaceutical engineering from Central South University in 2011, and the Ph.D. degree in analytical chemistry from Central South University in 2016.

"The book should fall into keen interest of anyone concerned with modern applications of analytical chemistry in widely understood fields of agri-food applications, pharmaceuticals, chemical industry, medicine, or environmental protection. ... The Chemometric methods in analytical spectroscopy technology by Chu et al. is a comprehensive and valuable resource for students, academic researchers, and industry practitioners ... . it is an excellent starting point for those looking to learn about the various applications of chemometrics in spectroscopy." (Krzysztof B. Bec, Justyna Grabska and Christian W. Huck, Analytical and Bioanalytical Chemistry, March 18, 2023)