Visit our sister site separationsNOW. A new, full-color, completely updated edition of the key practical guide to chemometrics This new edition of this practical guide on chemometrics, emphasizes the principles and applications behind the main ideas in the field using numerical and graphical examples, which can then be applied to a wide variety of problems in chemistry, biology, chemical engineering, and allied disciplines.
Includes updated chapters of the classic chemometric methods e.
Chemometrics: Data Driven Extraction for Science, 2nd Edition
Introduces metabolomics-type examples alongside those from analytical chemistry Features problems at the end of each chapter to illustrate the broad applicability of the methods in different fields Supplemented with data sets and solutions to the problems on a dedicated website Chemometrics: Data Driven Extraction for Science, Second Edition is recommended for post-graduate students of chemometrics as well as applied scientists e. Banner Ad. Copyright Information Interested in separation science? All Rights Reserved.
Practical Guide To Chemometrics: 2nd Edition (Hardback) - Routledge
Most recently,Dr. Gemperline participated with a team of researchers to develop and conducttraining on chemometrics for U. Food and Drug Administration FDA scientists,inspectors, and regulators of the pharmaceutical industry in support of their newProcess Analytical Technology initiative. The main theme of Dr. Gemperlines research in chemometrics is focused ondevelopment of new algorithms and software tools for analysis of multivariatespectroscopic measurements using pattern-recognition methods, artificial neural net-works, multivariate statistical methods, multivariate calibration, and nonlinear modelestimation.
His work has focused on applications of process analysis in the phar-maceutical industry, with collaborations and funding from scientists at Pfizer, Inc.
Several of his students are now employed as chemometriciansand programmers at pharmaceutical and scientific instrument companies. Introduction to Chemometrics Statistical Evaluation of Data Principal Component Analysis Robust Calibration Classification and Pattern Recognition Signal Processing and Digital Filtering Multivariate Curve Resolution Three-Way Calibration with Hyphenated Data Future Trends in Chemometrics Chemical measurements often form the basis for important decision-making activitiesin todays society.
For example, prior to medical treatment of an individual, extensivesets of tests are performed that often form the basis of medical treatment, including ananalysis of the individuals blood chemistry. An incorrect result can have life-or-deathconsequences for the person receiving medical treatment. In industrial settings, safeand efficient control and operation of high energy chemical processes, for example,ethylene production, are based on on-line chemical analysis.
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An incorrect result forthe amount of oxygen in an ethylene process stream could result in the introductionof too much oxygen, causing a catastrophic explosion that could endanger the livesof workers and local residents alike. Protection of our environment is based on chemicalmethods of analysis, and governmental policymakers depend upon reliable measure-ments to make cost-effective decisions to protect the health and safety of millions ofpeople living now and in the future.
Data Driven Extraction for Science
Clearly, the information provided by chemicalmeasurements must be reliable if it is to form the basis of important decision-makingprocesses like the ones described above. Sound chemical information that forms the basis of many of humanitys importantdecision-making processes depends on three critical properties of the measurementprocess, including its 1 chemical properties, 2 physical properties, and 3 sta-tistical properties.
The conditions that support sound chemical measurements arelike a platform supported by three legs. Credible information can be provided onlyin an environment that permits a. Chemical properties, including stoichiometry, mass balance, chemicalequilibria, kinetics, etc. Statistical properties, including sources of errors in the measurementprocess, control of interfering factors, calibration of response signals,modeling of complex multivariate signals, etc.
If any one of these three legs is missing or absent, the platform will be unstableand the measurement system will fail to provide reliable results, sometimes withcatastrophic consequences. It is the role of statistics and chemometrics to addressthe third critical property. It is this fundamental role that provides the primarymotivation for developments in the field of chemometrics.
Sound chemometricmethods and a well-trained work force are necessary for providing reliable chemicalinformation for humanitys decision-making activities.
Download Practical Guide To Chemometrics Second Edition 2006
In the subsequent sections,we begin our presentation of the topic of chemometrics by defining the term. Post on Dec views. Category: Documents 1 download. Government worksPrinted in the United States of America on acid-free paper10 9 8 7 6 5 4 3 2 1 International Standard Book Number Hardcover International Standard Book Number Hardcover Library of Congress Card Number This book contains information obtained from authentic and highly regarded sources. C45P73 Gemperline , Ph. Gemperline Chapter 2 Statistical Evaluation of Data Gemperline and John H. Kalivas Chapter 4 Principal Component Analysis
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