Modeling, estimation and optimal filtering in signal processing

The purpose of this book is to provide graduate students and practitioners with traditional methods and more recent results for model-based approaches in signal processing.Firstly, discrete-time linear models such as AR, MA and ARMA models, their properties and their limitations are introduced. In a...

Full description

Bibliographic Details
Main Author: Najim, Mohamed
Format: eBook
Language:English
Published: London J. Wiley & Sons 2008
Series:Digital signal and image processing series
Subjects:
Online Access:
Collection: O'Reilly - Collection details see MPG.ReNa
Description
Summary:The purpose of this book is to provide graduate students and practitioners with traditional methods and more recent results for model-based approaches in signal processing.Firstly, discrete-time linear models such as AR, MA and ARMA models, their properties and their limitations are introduced. In addition, sinusoidal models are addressed.Secondly, estimation approaches based on least squares methods and instrumental variable techniques are presented.Finally, the book deals with optimal filters, i.e. Wiener and Kalman filtering, and adaptive filters such as the RLS, the LMS and the
Physical Description:xv, 392 pages illustrations
ISBN:1848210221
0470393688
9780470611104
9780470393680
0470611103