State Estimation in Chemometrics
The Kalman Filter and Beyond

A thorough guide for the correct development of linear and nonlinear models to solve chemical problems

Pierre C. Thijssen (Author), Sillas Hadjiloucas (Author)

9780081026038, Elsevier Science

Paperback / softback, published 17 August 2020

294 pages
22.9 x 15.1 x 1.9 cm, 0.22 kg

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.

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

Subject Areas: Analytical chemistry [PNF]