Chemometrics in Electroanalysis
Author:   José Manuel Díaz-Cruz ,  Miquel Esteban ,  Cristina Ariño
Publisher:   Springer Nature Switzerland AG
Edition:   1st ed. 2019
ISBN:  

9783030213862


Pages:   202
Publication Date:   16 August 2020
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Chemometrics in Electroanalysis


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Overview

This monograph covers the most relevant applications of chemometrics in electrochemistry with special emphasis on electroanalytical chemistry. It reviews the use of chemometric methods for exploratory data analysis, experimental design and optimization, calibration, model identification, and experts systems. The book also provides a brief introduction to the fundamentals of the main chemometric methods and offers examples of data treatment for calibration and model identification. Due to the comprehensive coverage, this book offers an invaluable resource for graduate and postgraduate students, as well as for researchers in academic and industrial laboratories working in the area of electroanalysis and electrochemical sensors.

Full Product Details

Author:   José Manuel Díaz-Cruz ,  Miquel Esteban ,  Cristina Ariño
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   1st ed. 2019
Weight:   0.338kg
ISBN:  

9783030213862


ISBN 10:   3030213862
Pages:   202
Publication Date:   16 August 2020
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

1. Introduction 2. Main characteristics and types of electrochemical data 3. Exploratory data analysis 3.1. Univariate and multivariate data analysis 3.2. Data preprocessing 3.3. Principal component analysis(PCA) 4. Experimatal design and optimization 5. Calibration 5.1. Classical calibration methods, CLS, ILS 5.2 Calibartion based on principal components: principal component regression (PCR) and partial leasts squares (PLS) 5.3. Non-linear methods. Artificial neural networks (ANN) 6. Model identification 6.1. Classical (hard) modelling 6.2. Multivariate curve resolution by alternating leasts squares (MCR-ALS) 7. Expert systems in electroanalysis. 

Reviews

To the best of my knowledge, this is the unique book giving an exhaustive overview of chemometric techniques applied to the specific and peculiar field of electroanalysis. ... The present book is a valuable contribution in the field of chemometrics applied to electroanalysis. (Florence Lagarde, Analytical and Bioanalytical Chemistry, Vol. 412, 2020)


Author Information

Miquel Esteban is Professor, Cristina Ariño and José Manuel Díaz-Cruz are Associated Professors at the Department of Chemical Engineering and Analytical Chemistry in the University of Barcelona.

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