Adaptive Filters Theory and Applications 2nd Edition by Behrouz Farhang Boroujeny – Ebook PDF Instant Download/Delivery: 1119979544, 978-1119979548
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Product details:
ISBN 10: 1119979544
ISBN 13: 978-1119979548
Author: Behrouz Farhang Boroujeny
This second edition of Adaptive Filters: Theory and Applications has been updated throughout to reflect the latest developments in this field; notably an increased coverage given to the practical applications of the theory to illustrate the much broader range of adaptive filters applications developed in recent years. The book offers an easy to understand approach to the theory and application of adaptive filters by clearly illustrating how the theory explained in the early chapters of the book is modified for the various applications discussed in detail in later chapters. This integrated approach makes the book a valuable resource for graduate students; and the inclusion of more advanced applications including antenna arrays and wireless communications makes it a suitable technical reference for engineers, practitioners and researchers.
Adaptive Filters Theory and Applications 2nd Table of contents:
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Introduction
- Overview of Adaptive Filters
- Applications of Adaptive Filters
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Basic Concepts of Adaptive Filtering
- Signals and Systems Review
- Adaptive Systems and Filter Structures
- Performance Measures
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Least Mean Squares (LMS) Adaptive Algorithm
- LMS Algorithm Derivation
- Convergence Analysis
- LMS Variants
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Normalized Least Mean Squares (NLMS) Algorithm
- Derivation and Convergence Properties
- Performance in Noisy Environments
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Recursive Least Squares (RLS) Adaptive Algorithm
- RLS Algorithm Derivation
- Convergence and Stability
- Practical Implementation Issues
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Kalman Filters and Their Connection to Adaptive Filters
- Kalman Filter Theory
- Kalman Filtering and Adaptive Filtering Comparison
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Filter Structures and Implementation
- Finite Impulse Response (FIR) Filters
- Infinite Impulse Response (IIR) Filters
- Adaptive Filter Implementation Techniques
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Adaptive Filtering in Noise Cancellation
- Applications in Acoustic Echo Cancellation
- Noise Suppression Techniques
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Adaptive Filtering in System Identification
- System Identification Methods
- Practical Applications in System Identification
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Multichannel Adaptive Filters
- Multichannel Filter Structures
- Adaptive Filtering in Multichannel Systems
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Advanced Topics in Adaptive Filtering
- Subspace-Based Adaptive Filtering
- Blind Adaptive Filtering
- Adaptive Filtering for Nonlinear Systems
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Applications of Adaptive Filters
- Applications in Communication Systems
- Biomedical Signal Processing
- Speech and Audio Processing
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Conclusion
- Future Trends in Adaptive Filtering
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Behrouz Farhang Boroujeny,Adaptive Filters,Theory and Applications