Advanced Digital Signal Processing and Noise Reduction
John Wiley & Sons Inc (Verlag)
978-0-470-75406-1 (ISBN)
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Two new chapters on MIMO systems, correlation and Eigen analysis and independent component analysis
Comprehensive coverage of advanced digital signal processing and noise reduction methods for communication and information processing systems
Examples and applications in signal and information extraction from noisy data
Comprehensive but accessible coverage of signal processing theory including probability models, Bayesian inference, hidden Markov models, adaptive filters and Linear prediction models
Advanced Digital Signal Processing and Noise Reduction is an invaluable text for postgraduates, senior undergraduates and researchers in the fields of digital signal processing, telecommunications and statistical data analysis. It will also be of interest to professional engineers in telecommunications and audio and signal processing industries and network planners and implementers in mobile and wireless communication communities.
SAEED V. VASEGHI, Brunel University, UK
Preface xix
Acknowledgements xxiii
Symbols xxv
Abbreviations xxix
1 Introduction 1
2 Noise and Distortion 35
3 Information Theory and Probability Models 51
4 Bayesian Inference 107
5 Hidden Markov Models 147
6 Least Square Error Wiener-Kolmogorov Filters 173
7 Adaptive Filters: Kalman, RLS, LMS 193
8 Linear Prediction Models 227
9 Eigenvalue Analysis and Principal Component Analysis 257
10 Power Spectrum Analysis 271
11 Interpolation – Replacement of Lost Samples 295
12 Signal Enhancement via Spectral Amplitude Estimation 321
13 Impulsive Noise: Modelling, Detection and Removal 341
14 Transient Noise Pulses 359
15 Echo Cancellation 371
16 Channel Equalisation and Blind Deconvolution 391
17 Speech Enhancement: Noise Reduction, Bandwidth Extension and Packet Replacement 423
18 Multiple-Input Multiple-Output Systems, Independent Component Analysis 467
19 Signal Processing in Mobile Communication 491
Bibliography 508
Index 509
Erscheint lt. Verlag | 2.3.2009 |
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Verlagsort | New York |
Sprache | englisch |
Maße | 177 x 252 mm |
Gewicht | 1106 g |
Themenwelt | Technik ► Elektrotechnik / Energietechnik |
Technik ► Nachrichtentechnik | |
ISBN-10 | 0-470-75406-0 / 0470754060 |
ISBN-13 | 978-0-470-75406-1 / 9780470754061 |
Zustand | Neuware |
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