Sparse Adaptive Filters for Echo Cancellation
Seiten
2010
Morgan & Claypool Publishers (Verlag)
978-1-59829-306-7 (ISBN)
Morgan & Claypool Publishers (Verlag)
978-1-59829-306-7 (ISBN)
- Lieferbar
- Versandkostenfrei
- Auch auf Rechnung
- Artikel merken
Presents the most important sparse adaptive filters developed for echo cancellation. Besides a comprehensive review of the basic proportionate-type algorithms, the book also presents some of the latest developments in the field and proposes some new solutions for further performance improvement.
Adaptive filters with a large number of coefficients are usually involved in both network and acoustic echo cancellation. Consequently, it is important to improve the convergence rate and tracking of the conventional algorithms used for these applications. This can be achieved by exploiting the sparseness character of the echo paths. Identification of sparse impulse responses was addressed mainly in the last decade with the development of the so-called ``proportionate''-type algorithms. The goal of this book is to present the most important sparse adaptive filters developed for echo cancellation. Besides a comprehensive review of the basic proportionate-type algorithms, we also present some of the latest developments in the field and propose some new solutions for further performance improvement, e.g., variable step-size versions and novel proportionate-type affine projection algorithms. An experimental study is also provided in order to compare many sparse adaptive filters in different echo cancellation scenarios.
Adaptive filters with a large number of coefficients are usually involved in both network and acoustic echo cancellation. Consequently, it is important to improve the convergence rate and tracking of the conventional algorithms used for these applications. This can be achieved by exploiting the sparseness character of the echo paths. Identification of sparse impulse responses was addressed mainly in the last decade with the development of the so-called ``proportionate''-type algorithms. The goal of this book is to present the most important sparse adaptive filters developed for echo cancellation. Besides a comprehensive review of the basic proportionate-type algorithms, we also present some of the latest developments in the field and propose some new solutions for further performance improvement, e.g., variable step-size versions and novel proportionate-type affine projection algorithms. An experimental study is also provided in order to compare many sparse adaptive filters in different echo cancellation scenarios.
Introduction
Sparseness Measures
Performance Measures
Wiener and Basic Adaptive Filters
Basic Proportionate-Type NLMS Adaptive Filters
The Exponentiated Gradient Algorithms
The Mu-Law PNLMS and Other PNLMS-Type Algorithms
Variable Step-Size PNLMS Algorithms
Proportionate Affine Projection Algorithms
Experimental Study
| Erscheint lt. Verlag | 30.6.2010 |
|---|---|
| Reihe/Serie | Synthesis Lectures on Speech and Audio Processing |
| Verlagsort | San Rafael |
| Sprache | englisch |
| Maße | 187 x 235 mm |
| Themenwelt | Mathematik / Informatik ► Informatik |
| Technik ► Elektrotechnik / Energietechnik | |
| Technik ► Nachrichtentechnik | |
| ISBN-10 | 1-59829-306-0 / 1598293060 |
| ISBN-13 | 978-1-59829-306-7 / 9781598293067 |
| Zustand | Neuware |
| Haben Sie eine Frage zum Produkt? |
Mehr entdecken
aus dem Bereich
aus dem Bereich
Buch | Softcover (2024)
BILDNER Verlag
CHF 55,85
Buch | Softcover (2023)
BILDNER Verlag
CHF 69,85
