Problem-Oriented Analytical Chemistry Driven by Chemometrics covers challenges that are relevant to many fields using analytical techniques, including food quality and safety, environmental studies, product authentication, and petrochemistry using an analytical data science approach. The book's novel approach starts from case studies, allowing analytical chemists to understand how seemingly impenetrable chemometrics techniques can be applied to solve problems. It is written primarily to assist graduate and postdoc analytical chemists and early researchers, but has applicability to industry, too.Many analytical chemists dealing with complex, real-world problems face significant difficulties extracting information from their data. In many cases, solutions are available in the chemometrics arena but relevant books are usually too technical and do not always focus on the 'general perspective' needed by the analyst when facing those complex tools.
- Presents a novel, problem-oriented approach to using chemometrics based on case studies
- Considers the most common analytical techniques, looking at case studies of applications and how to get sound information from their signals
- Provides an accessible perspective on chemometrics rather than simply presenting complex Mathematics and/or algorithms
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ISBN-13
978-0-443-22164-4 (9780443221644)
Schweitzer Klassifikation
A multivariate perspective on Analytical ChemistryPart I: ACQUISITION, PROCESSING AND OPTIMIZATION OF ANALYTICSAnalytical signals, analytical data and instrumentsPre-processing of analytical signals and reduction of analytical dataSimultaneous multi-optimization of operational variablesMulti-objective and multi-response optimizationPart II: QUALITATIVE AND QUANTITATIVE CHARACTERIZATION OF MATERIAL SYSTEMSAnalytical data similarityAnalytical qualification of materialsAnalytical quantification of analytes and materialsVariable selection for Analytical Chemistry dataValidation of multivariate analytical methodsResolving mixtures of componentsStandardization and transfer of multivariate analytical methodsN-way signals and dataPart III: CHEMOMETRIC SUPPORT FOR SPECIAL ANALYTICAL MATTERSA picture is worth one thousand words: multivariate and hyperspectral image analysis of complex matricesData analysis for applications of microfluidic-based analytical devices (µFADs)Data analysis for analytical applications of comprehensive two dimensional chromatographyData analysis for analytical applications of mass spectrometry (MS) and related techniquesData analysis for analytical applications of chromatography hybridized to mass spectrometry (MS) and ion mobility spectrometry (IMS)Data analysis for analytical applications of nuclear magnetic resonance (NMR)
