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Advanced kalman filtering, least-squares and modeling : a practical handbook /

This book is intended primarily as a handbook for engineers who must design practical systems. Its primarygoal is to discuss model development in sufficient detail so that the reader may design an estimator that meets all application requirements and is robust to modeling assumptions. Since it is so...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Gibbs, Bruce. P., 1946-
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Hoboken, N.J. : Wiley, ©2011.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)

MARC

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100 1 |a Gibbs, Bruce. P.,  |d 1946- 
245 1 0 |a Advanced kalman filtering, least-squares and modeling :  |b a practical handbook /  |c Bruce P. Gibbs. 
260 |a Hoboken, N.J. :  |b Wiley,  |c ©2011. 
300 |a 1 online resource (xx, 605 pages) :  |b illustrations 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
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504 |a Includes bibliographical references (pages 579-597) and index. 
505 0 |a System Dynamics and Models -- Modeling Examples -- Linear Least-Squares Estimation: Fundamentals -- Linear Least-Squares Estimation: Solution Techniques -- Least-Squares Estimation: Model Errors and Model Order -- Least-Squares Estimation: Constraints, Nonlinear Models, and Robust Techniques -- Kalman Filtering -- Filtering for Nonlinear Systems, Smoothing, Error Analysis/Model Design, and Measurement Preprocessing -- Factored (Square-Root) Filtering -- Advanced Filtering Topics -- Empirical Modeling -- Appendix A: Summary of Vector/Matrix Operations -- Appendix B: Probability and Random Variables. 
588 0 |a Print version record. 
520 |a This book is intended primarily as a handbook for engineers who must design practical systems. Its primarygoal is to discuss model development in sufficient detail so that the reader may design an estimator that meets all application requirements and is robust to modeling assumptions. Since it is sometimes difficult to ia priori/i determine the best model structure, use of iexploratory data analysis/i to define model structure is discussed. Methods for deciding on the "best" model are also presented./ A second goal is to present little known extensions of least squares estimation or Kalman filtering that provide guidance on model structure and parameters, or make the estimator more robust to changes in real-world behavior./ A third goal is discussion of implementation issues that make the estimator more accurate or efficient, or that make it flexible so that model alternatives can be easily compared./ The fourth goal is to provide the designer/analyst with guidance in evaluating estimator performance and in determining/correcting problems./ The final goal is to provide a subroutine library that simplifies implementation, and flexible general purpose high-level drivers that allow both easy analysis of alternative models and access to extensions of the basic filtering. / // Supplemental materials and up-to-date errata are downloadable at a href="http://booksupport.wiley.com/"http://booksupport.wiley.com/a 
506 |3 Use copy  |f Restrictions unspecified  |2 star  |5 MiAaHDL 
533 |a Electronic reproduction.  |b [Place of publication not identified] :  |c HathiTrust Digital Library,  |d 2011.  |5 MiAaHDL 
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546 |a English. 
590 |a O'Reilly  |b O'Reilly Online Learning: Academic/Public Library Edition 
650 0 |a Engineering  |x Statistical methods. 
650 0 |a Kalman filtering. 
650 0 |a Least squares. 
650 0 |a Mathematical models. 
650 2 |a Models, Theoretical 
650 6 |a Filtre de Kalman. 
650 6 |a Ingénierie  |x Méthodes statistiques. 
650 6 |a Modèles mathématiques. 
650 7 |a mathematical models.  |2 aat 
650 7 |a TECHNOLOGY & ENGINEERING  |x Engineering (General)  |2 bisacsh 
650 7 |a Engineering  |x Statistical methods.  |2 fast  |0 (OCoLC)fst00910415 
650 7 |a Kalman filtering.  |2 fast  |0 (OCoLC)fst00985838 
650 7 |a Least squares.  |2 fast  |0 (OCoLC)fst00995082 
650 7 |a Mathematical models.  |2 fast  |0 (OCoLC)fst01012085 
650 7 |a Kalman-Filter  |2 gnd 
650 7 |a Methode der kleinsten Quadrate  |2 gnd 
650 7 |a Reglerteori.  |2 sao 
776 0 8 |i Print version:  |a Gibbs, Bruce P., 1946-  |t Advabced jaknab fukterubgm least-squares and modeling.  |d Hoboken, N.J. : Wiley, ©2010  |z 9780470529706  |w (DLC) 2010013944  |w (OCoLC)608686458 
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