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Chemometrics and Numerical Methods in LIBS (Hardcover)
Loot Price: R3,388
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Chemometrics and Numerical Methods in LIBS (Hardcover)
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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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