In 12 chapters, food scientists and chemists from Europe discuss the theory and applications of chemometrics to various areas of food science. They cover experimental design, exploratory data analysis, regression, classification and class-modeling, multivariate curve resolution methods, multiway methods, and robust methods in analysis of multivariate data, then applications to food structure, composition, and quality; food traceability; food quality control; and nuclear magnetic resonance spectroscopy foodomics. Annotation ©2014 Ringgold, Inc., Portland, OR (protoview.com)
The issues related to food science and authentication are of particular importance for researchers, consumers and regulatory entities. The need to guarantee quality foodstuff - where the word "quality" encompasses many different meanings, including e.g. nutritional value, safety of use, absence of alteration and adulterations, genuineness, typicalness, etc. - has led researchers to look for increasingly effective tools to investigate and deal with food chemistry problems. As even the simplest food is a complex matrix, the way to investigate its chemistry cannot be other than multivariate. Therefore, chemometrics is a necessary and powerful tool for the field of food analysis and control.
For food science in general and food analysis and control in particular, there are several problems for which chemometrics are of utmost importance. Traceability, i.e. the possibility of verifying the animal/botanical, geographical and/or productive origin of a foodstuff, is, for instance, one area where the use of chemometric techniques is not only recommended but essential: indeed, at present no specific chemical and/or physico-chemical markers have been identified that can be univocally linked to the origin of a foodstuff and the only way of obtaining reliable traceability is by means of multivariate classification applied to experimental fingerprinting results.
Another area where chemometrics is of particular importance is in building the bridge between consumer preferences, sensory attributes and molecular profiling of food: by identifying latent structures among the data tables, bilinear modeling techniques (such as PCA, MCR, PLS and its various evolutions) can provide an interpretable and reliable connection among these domains. Other problems include process control and monitoring, the possibility of using RGB or hyperspectral imaging techniques to nondestructively check food quality, calibration of multidimensional or hyphenated instruments etc.
Arvustused
"As this book is aimed not only at professional chemometricians, all the topics (especially those in the theoretical part) are covered extensively starting from beginner level up to an intermediate or advanced one. The descriptions of the methods used are accompanied by examples taken from Food Science to illustrate how the different techniques can be fruitfully applied to solve real-world food-related issues." --FST Magazine, February 2014
Muu info
Presents chemometrics as a necessary and powerful tool for food analysis and control
1. Introduction, Federico Marini
Theory
2. Experimental Design, Riccardo Leardi
3. Exploratory Data Analysis, Mario Li Vigni, Caterina Durante, and Marina
Cocchi
4. Regression, Frank Westad, Marta Bevilacqua, and Federico Marini
5. Classification and Class-Modelling, M. Bevilacqua, R. Bucci, A.D. Magrì,
A.L. Magrì, R. Nescatelli, and F. Marini
6. Multivariate Curve Resolution Methods for Food Chemistry, Anna de Juan and
Sílvia Mas
7. Multi Way Methods, José Manuel Amigo and Federico Marini
8. Robust Methods in Analysis of Multivariate Food Chemistry Data,
Stanimirova, M. Daszykowski, and B. Walczak
Applications
9. Hyperspectral Imaging and Chemometrics: A Perfect Combination for the
Analysis of Food Structure, Composition and Quality, José Manuel Amigo, Idoia
Martí, and Aoife Gowen
10. The Impact of Chemometrics on Food Traceability, Lucia Bertacchini,
Marina Cocchi, Mario Li Vigni, Andrea Marchetti, Elisa Salvatore, Simona
Sighinolfi, Michele Silvestri, and Caterina Durante
11. NMR-Based Metabolomics in Food Quality Control, A. Tomassini, G. Capuani,
M. Delfini, and A. Miccheli
12. Interval Based Chemometric Methods in NMR-Foodomics, Francesco Savorani,
Morten Arendt Rasmussen, Åsmund Rinnan, and Søren Balling Engelsen
Dr. Federico Marini is currently associate professor of Chemometrics at Sapienza University of Rome. In 2006, he was awarded the Young Researcher Prize from the Italian Chemical Society and in 2012 he won the Chemometrics and Intelligent Laboratory Systems Award. His research activity focuses on chemometrics, ranging from the application of existing methods to real world problems to the design and development of novel algorithms. He is author of more than 150 papers in international journals and book chapters, and recently he edited and coauthored the book Chemometrics in Food Chemistry (Elsevier). He is member of the Editorial boards of several journals, and he serves as Associate Editor for Chemometrics in Wileys Encyclopedia of Analytical Chemistry. He is the past-coordinator of the Chemometric group of the Italian Chemical Society and a member of the Chemometric study group of EUCheMS.
