Chemometrics And Numerical Methods In Libs
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Chemometrics and Numerical Methods in LIBS
Author: Vincenzo Palleschi
language: en
Publisher: John Wiley & Sons
Release Date: 2022-10-17
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
Applied Raman Spectroscopy
Applied Raman Spectroscopy: Concepts, Instrumentation, Chemometrics, and Life Science Applications synthesizes recent developments in the field, providing an updated overview. The book focuses on the modern concepts of Raman spectroscopy techniques, recent technological innovations, data analysis using chemometric methods, along with the latest examples of life science applications relevant in academia and industries. It will be beneficial to researchers from various branches of science and technology, and it will point them to modern techniques coupled with data analysis methods. In addition, it will help instruct new readers on Raman spectroscopy and hyphenated Raman spectroscopic techniques.The book is primarily written for analytical and physical chemistry students and researchers at a more advanced level who require a broad introductory overview of the applications of Raman spectroscopy, as well as those working in applied industry and clinical laboratories. Students, researchers, and industry workers in related fields, including X-ray and materials science, agriculture, botany, molecular biology and biotechnology, mineralogy, and environmental science will also find it very useful. - Provides a thorough discussion of the modern concepts and recent instrumental developments of Raman Spectroscopy in one resource - Presents comprehensive discussions on laser spectrometers, Raman Spectrometers, and detectors that can be used for apparatuses - Furnishes the latest updates on remote Raman spectroscopy in nanoscale optics, stimulated Raman microscopy and clinical as well as biomedical applications of surface-enhanced and tip-enhanced Raman spectroscopy - Covers the newest advances and capabilities of Raman-LIBS instruments, ranging from basic set-ups to more advanced configurations - Demonstrates updated chemometrics and numerical methods and shows the analytical capabilities of methods in terms of detection limits, accuracy, and precision of measurements for biological and environmental samples
Laser-Induced Breakdown Spectroscopy in Biological, Forensic and Materials Sciences
The 2nd edition of this book builds on the success of its predecessor, offering a comprehensive overview of recent advances and emerging applications in the area of laser-induced breakdown spectroscopy (LIBS). The new edition expands LIBS fundamentals and presents new case studies of applications to biological sciences. Readers will also find an updated perspective of LIBS applications to forensic and materials sciences. LIBS, which was previously mainly used by physicists, chemists and in the industry, has now become a very useful tool with great potential in these other fields as well. LIBS has a unique set of characteristics including minimal destructiveness, remote sensing capabilities, potential portability, extremely high information content, trace analytical sensitivity and high throughput. With its content divided into two main parts, this book provides not only an introduction to the analytical capabilities and methodology but also an overview of the results of recent applications in the above fields. The application-oriented, multidisciplinary approach of this work is also reflected in the diversity of the expert contributors. Topics added to this new edition include: Application of nanostructures in LIBS LIBS food analysis Cancer diagnostics using LIBS LIBS in nuclear and fusion research Microplastics detection using LIBS Tag-LIBS in biological applications Given its breadth, this book will appeal to students, researchers and professionals interested in solving analytical/diagnostic/material characterization tasks with the application of LIBS. Supplementary videos can be accessed online as well as directly from the print book; simply download the Springer Nature More Media App for free and scan the links with the play button.