Chau, Foo-Tim / Liang, Yi-Zeng / Gao, Junbin / Shao, Xue-Guang Chemometrics From Basics to Wavelet Transform Chemical Analysis: A Series of Monographs on Analytical Chemistry and Its Applications
1. Edition - April 2004 122.- Euro 2004. 316 Pages, Hardcover - Handbook/Reference Book - ISBN-10: 0-471-20242-8 ISBN-13: 978-0-471-20242-4 - John Wiley & Sons
Short description Chemometrics: From Basics to Wavelet Transform pioneers a new approach to classifying existing chemometric techniques for data analysis in one and two dimensions, using a practical applications approach to illustrating chemical examples and problems. Written in a simple, balanced, applications-based style, the book will appeal to both theorists and non-mathematicians.
From the contents PREFACE.
CHAPTER 1: INTRODUCTION.
1.1. Modern Analytical Chemistry.
1.2. Chemometrics.
1.3. Chemometrics-Based Signal Processing Techniques.
1.4. Resources Available on Chemometrics and Wavelet Transform.
CHAPTER 2: ONE-DIMENSIONAL SIGNAL PROCESSING TECHNIQUES IN CHEMISTRY.
2.1. Digital Smoothing and Filtering Methods.
2.2. Transformation Methods of Analytical Signals.
2.3. Numerical Differentiation.
2.4. Data Compression.
CHAPTER 3: TWO-DIMENSIONAL SIGNAL PROCESSING TECHNIQUES IN CHEMISTRY.
3.1. General Features of Two-Dimensional Data.
3.2. Some Basic Concepts for Two-Dimensional Data from Hyphenated Instrumentation.
3.3. Double-Centering Technique for Background Correction.
3.4. Congruence Analysis and Least-Squares Fitting.
3.5. Differentiation Methods for Two-Dimensional Data.
3.6 Resolution Methods for Two-Dimensional Data.
CHAPTER 4: FUNDAMENTALS OF WAVELET TRANSFORM.
4.1. Introduction to Wavelet Transform and Wavelet Packet Transform.
4.2. Wavelet Function Examples.
4.3. Fast Wavelet Algorithm and Packet Algorithm.
4.4. Biorthogonal Wavelet Transform.
4.5. Two-Dimensional Wavelet Transform.
CHAPTER 5: APPLICATION OF WAVELET TRANSFORM IN CHEMISTRY.
5.1. Data Compression.
5.2. Data Denoising and Smoothing.
5.3. Baseline/Background Removal.
5.4. Resolution Enhancement.
5.5. Combined Techniques.
5.6. An Overview of the Applications in Chemistry.
APPENDIX VECTOR AND MATRIX OPERATIONS AND ELEMENTARY MATLAB.
