Chemometrics and Numerical Methods in LIBS
Chemometrics and Numerical Methods in LIBS by Vincenzo Palleschi, published by John Wiley & Sons on October 17, 2022, is a comprehensive guide that explores the application of chemometric methods in laser-induced breakdown spectroscopy (LIBS). This edition spans 384 pages and is presented in English. The book offers a detailed examination of chemometric techniques, beginning with foundational concepts and progressing to practical solutions for qualitative and quantitative challenges in LIBS analyses.
Readers will find a structured approach divided into three main sections: LIBS information simplification, classification, and quantitative analysis. Each section includes descriptions of relevant techniques along with practical examples, making it accessible for individuals at various levels of expertise. The text covers essential topics such as principal component analysis, spectral angle mapping, and calibration methods, providing valuable insights for researchers and PhD students interested in the statistical analysis of LIBS spectra.
Official synopsis Publisher
Chemometrics and Numerical Methods in LIBS
A practical guide to the application of chemometric methods to solve qualitative and quantitative problems in LIBS analyses
Chemometrics and Numerical Methods in LIBS, delivers an authoritative and practical exploration of the use of advanced chemometric methods to laser-induced breakdown spectroscopy (LIBS) cases. The book discusses the fundamentals of chemometrics before moving on to solutions that can be applied to data analysis methods. It is a concise guide designed to help readers at all levels of knowledge solve commonly encountered problems in the field.
The book includes three sections: LIBS information simplification, LIBS classification, and quantitative analysis by LIBS. Each section of the book is divided into a description of relevant techniques and practical examples of its applications. Contributors to this edited volume are the most recognized international experts on the chemometric techniques relevant to LIBS analysis.
Chemometrics and Numerical Methods in LIBS also includes:
- A thorough introduction to the simplification of LIBS information, including principal component analysis, independent component analysis, and parallel factor analysis
- Comprehensive explorations of classification by LIBS, including spectral angle mapping, linear discriminant analysis, graph clustering, self-organizing maps, and artifical neural networks
- Practical discussions of linear methods for quantitative analysis by LIBS, including calibration curves, partial least squares regression, and limit of detection
- In-depth examinations of multivariate analysis and non-linear methods, including calibration-free LIBS, the non-linear Kalman filter, artificial and convolutional neural networks for quantification
Relevant for researchers and PhD students seeking practical information on the application of advanced statistical methods to the analysis of LIBS spectra, Chemometrics and Numerical Methods in LIBS will also earn a place in the libraries of students taking courses involving LIBS spectro-analytical techniques
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