Chemometrics and Numerical Methods in LIBS
eBook - ePub

Chemometrics and Numerical Methods in LIBS

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Chemometrics and Numerical Methods in LIBS

About this book

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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Yes, you can access Chemometrics and Numerical Methods in LIBS by Vincenzo Palleschi in PDF and/or ePUB format, as well as other popular books in Physical Sciences & Analytic Chemistry. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Wiley
Year
2022
Print ISBN
9781119759584
eBook ISBN
9781119759577

Table of contents

  1. Cover
  2. Table of Contents
  3. Title Page
  4. Copyright Page
  5. List of Contributors
  6. Preface
  7. Introduction and Brief Summary of the LIBS Development
  8. Part I: Introduction to LIBS
  9. Part II: Simplications of LIBS Information
  10. Part III: Classification by LIBS
  11. Part IV: Quantitative Analysis
  12. Part V: Conclusions
  13. Index
  14. End User License Agreement