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Gibbs, Bruce P.

Advanced Kalman Filtering, Least-Squares and Modeling: A Practical Handbook

Gibbs, Bruce P. - Advanced Kalman Filtering, Least-Squares and Modeling: A Practical Handbook, ebook

144,40€

Ebook, PDF with Adobe DRM
ISBN: 9780470890035
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Printing180 pages with an additional page accrued every 5 hours, capped at 180 pages
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This book is intended primarily as a handbook for engineers who must design practical systems.

Its primary goal 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 a priori determine the best model structure, use of exploratory data analysis 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.

Author(s)
Publisher
John Wiley and Sons, Inc.
Publication year
2011
Language
en
Edition
1
Page amount
600 pages
Category
Technology, Energy, Traffic
Format
Ebook
eISBN (PDF)
9780470890035
Printed ISBN
9780470529706

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