State Estimation in Chemometrics : The Kalman Filter and Beyond （2ND）

Thijssen, Pierre C./ Hadjiloucas, Sillas

Woodhead Publishing Ltd（2020/08発売）

• 製本 Paperback:紙装版/ペーパーバック版／ページ数 294 p.
• 言語 ENG
• 商品コード 9780081026038
• DDC分類 543.015195

Full Description

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.

Contents

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