State Estimation in Chemometrics
The Kalman Filter and Beyond
- 2nd Edition - August 17, 2020
- Authors: Pierre C. Thijssen, Sillas Hadjiloucas
- Language: English
- Paperback ISBN:9 7 8 - 0 - 0 8 - 1 0 2 6 0 3 - 8
- eBook ISBN:9 7 8 - 0 - 0 8 - 1 0 2 6 2 2 - 9
This unique text blends together state estimation and chemometrics for the application of advanced data-processing techniques. State Estimation in Chemometrics, second edition d… Read more
This unique text blends together state estimation and chemometrics for the application of advanced data-processing techniques. State Estimation in Chemometrics, second edition describes the basic methods for chemical analysis—the multicomponent, calibration and titration systems—from a new perspective. It succinctly reviews the history of state estimation and chemometrics and provides examples of its many applications, including classical estimation, state estimation, nonlinear estimation, the multicomponent, calibration and titration systems and the Kalman filter. The concepts are introduced in a logical way and built up systematically to appeal to specialist post-graduates working in this area as well as professionals in other areas of chemistry and engineering. This new edition covers the latest research in chemometrics, appealing to readers in bio-engineering, food science, pharmacy, and the life sciences fostering cross-disciplinary research.
- Features a new chapter surveying the most up-to-date scientific literature on chemometrics, highlighting developments that have occurred since the first edition published
- Includes a new chapter devoted to new applications for state estimation in chemometrics
- Covers a new chapter entirely devoted to subspace identification methods
- Provides several new real-life examples of methods such as multiple modeling, principal component analysis, iterative target transformation factor analysis, and the generalized standard addition method
Upper undergraduates and specialist post-graduates working in analytical chemistry and chemometrics, applied chemistry, chemical engineering, and process engineering; professionals in these and other areas of chemistry, biology, bio-engineering, food science, pharmaceuticals, engineering, and signal processing
1. Introduction
2. Classical estimation
3. State estimation
4. Statistics
5. Nonlinear estimation
6. The multicomponent system
7. The calibration system
8. The titration system
9. Miscellaneous
10. Subspace identification methods
11. New applications
12. Recent advances in chemometrics
- Edition: 2
- Published: August 17, 2020
- Language: English
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Pierre C. Thijssen
Dr. Pierre Cornelis Thijssen studied chemistry at the Radboud University Nijmegen in the Netherlands, obtaining his Master’s Degree in 1978. He then moved to the University of Amsterdam in the Netherlands, where he graduated in 1986 with a PhD based on his thesis entitled “State Estimation in Chemometrics,” which is the basis of this book. Since then, Dr. Thijssen has worked for various companies as a laboratory manager and chemometrician.
Affiliations and expertise
University of Amsterdam, The NetherlandsSH
Sillas Hadjiloucas
Dr. Sillas Hadjiloucas received his Master’s Degree in Pure & Applied Biology in 1992 from the University of Leeds, United Kingdom, and in 1996, a PhD in Cybernetics from the University of Reading, United Kingdom. He worked on his Postdoc in Germany until the end of 1999. Dr. Hadjiloucas had worked as permanent member of Staff at Reading since January 2000, originally at the School of Systems Engineering (Cybernetics) and later transferred to the newly formed Bio-Engineering Department at Reading in Autumn 2016. His current appointment as Associate Professor is a joint one combining teaching and research.
Affiliations and expertise
Department of Bio-Engineering, School of Biological Sciences, University of Reading, UKRead State Estimation in Chemometrics on ScienceDirect