State estimation in chemometrics : the Kalman filter and beyond

This unique text blends together state estimation and chemometrics for the application of advanced data-processing techniques. It further applies system theory in order to develop a modular framework to be implemented on computer for the development of simple intelligent analyzers. Short reviews on...

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Bibliographic Details
Main Author: Thijssen, P. C.
Format: eBook
Language: English
Published: Cambridge, England ; Philadelphia, Pennsylvania ; New Delhi, India : Woodhead Publishing, 2011.
Subjects:
Chemometrics.
Kalman filtering.
elektronické knihy
electronic books
ISBN: 9780857099372
085709937X
9781904275336
Physical Description: 1 online resource (133 pages) : illustrations

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Table of contents

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020 |a 9780857099372  |q (electronic bk.) 
020 |a 085709937X  |q (electronic bk.) 
020 |z 9781904275336 
035 |a (OCoLC)874158281 
100 1 |a Thijssen, P. C.  |q (Pierre Cornelis)  |1 https://id.oclc.org/worldcat/entity/E39PCjMck44bBvCQbqccDPcyYd 
245 1 0 |a State estimation in chemometrics :  |b the Kalman filter and beyond /  |c Dr. P.C. Thijssen. 
264 1 |a Cambridge, England ;  |a Philadelphia, Pennsylvania ;  |a New Delhi, India :  |b Woodhead Publishing,  |c 2011. 
264 4 |c ©2008 
300 |a 1 online resource (133 pages) :  |b illustrations 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
504 |a Includes bibliographical references and index. 
506 |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty 
520 |a This unique text blends together state estimation and chemometrics for the application of advanced data-processing techniques. It further applies system theory in order to develop a modular framework to be implemented on computer for the development of simple intelligent analyzers. Short reviews on the history of state estimation and chemometrics are given, together with examples of the applications described, including classical estimation, state estimation, non-linear estimation, the multi-component, calibration and titration systems and the Kalman filter. The contents are very systematic and build the ideas up logically to appeal to specialist post-graduates working in this area, together with professionals in other areas of chemistry and engineering. Blends together state estimation and chemometrics for the application of advanced data-processing techniquesProvides short reviews on the history of state estimation and chemometrics, together with examples of the applications described. 
505 0 |a Cover; ABOUT OUR AUTHOR; STATE ESTIMATION IN CHEMOMETRICS: The Kalman Filter and Beyond; Copyright; Contents; 1 Introduction; 1.1 History; 1.2 Chemometrics; 1.3 System view; 2 Classical estimation; 2.1 Linear model; 2.2 Least squares; 2.3 Curve fitting; 2.4 Recursive approach; 2.5 Examples; 3 State estimation; 3.1 State space model; 3.2 Intermezzo; 3.3 Prediction; 3.4 Filtering; 3.5 Kalman filter; 3.6 Smoothing; 3.7 Examples; 4 Statistics; 4.1 Verification; 4.2 Evaluation; 4.3 Selection; 4.4 Normality; 4.5 Example; 5 Non-linear estimation; 5.1 Non-linear state space model. 
505 8 |a 5.2 Extended Kalman filter5. 3 Iterated extended Kalman filter; 5.4 Iterated linear filter-smoother; 5.5 Non-linear smoothing; 5.6 Examples; 6 The multicomponent system; 6.1 Multicomponent analysis; 6.2 Stochastic drift; 6.3 Examples; 7 The calibration system; 7.1 Linear calibration; 7.2 Non-linear calibration; 7.3 Examples; 8 The titration system; 8.1 Discrete titration; 8.2 Continuous titration; 8.3 Non-linear model; 8.4 Examples; 9 Miscellaneous; 9.1 Multiple modeling; 9.2 Principal components; 9.3 Examples; Appendix; Matrix fundamentals; Bibliography; Index. 
590 |a Knovel  |b Knovel (All titles) 
650 0 |a Chemometrics. 
650 0 |a Kalman filtering. 
655 7 |a elektronické knihy  |7 fd186907  |2 czenas 
655 9 |a electronic books  |2 eczenas 
776 0 8 |i Print version:  |a Thijssen, P.C. (Pierre Cornelis).  |t State estimation in chemometrics : the Kalman filter and beyond.  |d Cambridge, England ; Philadelphia, Pennsylvania ; New Delhi, India : Woodhead Publishing, 2011, ©2008  |h vii, 122 pages  |z 9781904275336 
856 4 0 |u https://proxy.k.utb.cz/login?url=https://app.knovel.com/hotlink/toc/id:kpSECTKFB1/state-estimation-in?kpromoter=marc  |y Full text 

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