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

author Bruce Gibbs P.
isbn 9780470890035
14087.97 РУБ

or make the estimator more robust to changes in real-world behavior. Since it is sometimes difficult to a priori determine the best model structure, use of exploratory data analysis to define model structure is discussed, 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. A second goal is to present little known extensions of least squares estimation or Kalman filtering that provide guidance on model structure and parameters,. Methods for deciding on the “best” model are also Supplemental materials and up-to-date errata are downloadable at http://booksupport. 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.This book is intended primarily as a handbook for engineers who must design practical systems. A third goal is discussion of implementation issues that make the estimator more accurate or efficient

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