A Rapid Introduction to Adaptive Filtering

Nonfiction, Computers, Advanced Computing, Artificial Intelligence, Science & Nature, Technology, Electronics
Cover of the book A Rapid Introduction to Adaptive Filtering by Leonardo Rey Vega, Hernan Rey, Springer Berlin Heidelberg
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Leonardo Rey Vega, Hernan Rey ISBN: 9783642302992
Publisher: Springer Berlin Heidelberg Publication: August 7, 2012
Imprint: Springer Language: English
Author: Leonardo Rey Vega, Hernan Rey
ISBN: 9783642302992
Publisher: Springer Berlin Heidelberg
Publication: August 7, 2012
Imprint: Springer
Language: English

In this book, the authors provide insights into the basics of adaptive filtering, which are particularly useful for students taking their first steps into this field. They start by studying the problem of minimum mean-square-error filtering, i.e., Wiener filtering. Then, they analyze iterative methods for solving the optimization problem, e.g., the Method of Steepest Descent. By proposing stochastic approximations, several basic adaptive algorithms are derived, including Least Mean Squares (LMS), Normalized Least Mean Squares (NLMS) and Sign-error algorithms. The authors provide a general framework to study the stability and steady-state performance of these algorithms. The affine Projection Algorithm (APA) which provides faster convergence at the expense of computational complexity (although fast implementations can be used) is also presented. In addition, the Least Squares (LS) method and its recursive version (RLS), including fast implementations are discussed. The book closes with the discussion of several topics of interest in the adaptive filtering field.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

In this book, the authors provide insights into the basics of adaptive filtering, which are particularly useful for students taking their first steps into this field. They start by studying the problem of minimum mean-square-error filtering, i.e., Wiener filtering. Then, they analyze iterative methods for solving the optimization problem, e.g., the Method of Steepest Descent. By proposing stochastic approximations, several basic adaptive algorithms are derived, including Least Mean Squares (LMS), Normalized Least Mean Squares (NLMS) and Sign-error algorithms. The authors provide a general framework to study the stability and steady-state performance of these algorithms. The affine Projection Algorithm (APA) which provides faster convergence at the expense of computational complexity (although fast implementations can be used) is also presented. In addition, the Least Squares (LS) method and its recursive version (RLS), including fast implementations are discussed. The book closes with the discussion of several topics of interest in the adaptive filtering field.

More books from Springer Berlin Heidelberg

Cover of the book Psychologie in der nutzerzentrierten Produktgestaltung by Leonardo Rey Vega, Hernan Rey
Cover of the book Excitatory Amino Acids by Leonardo Rey Vega, Hernan Rey
Cover of the book CSR und gesunde Führung by Leonardo Rey Vega, Hernan Rey
Cover of the book Skeletterkrankungen by Leonardo Rey Vega, Hernan Rey
Cover of the book Pathology of the Nucleus by Leonardo Rey Vega, Hernan Rey
Cover of the book The Role of Immune Mechanisms in Cardiovascular Disease by Leonardo Rey Vega, Hernan Rey
Cover of the book Numerical Modeling of Materials Under Extreme Conditions by Leonardo Rey Vega, Hernan Rey
Cover of the book Imaging with Electromagnetic Spectrum by Leonardo Rey Vega, Hernan Rey
Cover of the book Chaos and Complex Systems by Leonardo Rey Vega, Hernan Rey
Cover of the book Biomechanics of the Gravid Human Uterus by Leonardo Rey Vega, Hernan Rey
Cover of the book Strafrecht Besonderer Teil 1 by Leonardo Rey Vega, Hernan Rey
Cover of the book Characterization and Development of Biosystems and Biomaterials by Leonardo Rey Vega, Hernan Rey
Cover of the book Clinical Ophthalmic Oncology by Leonardo Rey Vega, Hernan Rey
Cover of the book Entscheidungstheorie by Leonardo Rey Vega, Hernan Rey
Cover of the book Histological Typing of Tumours of the Central Nervous System by Leonardo Rey Vega, Hernan Rey
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy