Advanced Digital Signal Processing and Noise Reduction
Digital signal processing plays a central role in the development of modern communication and information processing systems. The theory and application of signal processing is concerned with the identification, modelling and utilisation of patterns and structures in a signal process. The observation signals are often distorted, incomplete and noisy and therefore noise reduction, the removal of channel distortion, and replacement of lost samples are important parts of a signal processing system.
The fourth edition of Advanced Digital Signal Processing and Noise Reduction updates and extends the chapters in the previous edition and includes two new chapters on MIMO systems, Correlation and Eigen analysis and independent component analysis. The wide range of topics covered in this book include Wiener filters, echo cancellation, channel equalisation, spectral estimation, detection and removal of impulsive and transient noise, interpolation of missing data segments, speech enhancement and noise/interference in mobile communication environments. This book provides a coherent and structured presentation of the theory and applications of statistical signal processing and noise reduction methods.
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.
2 Noise and Distortion
3 Information Theory and Probability Models
4 Bayesian Inference
5 Hidden Markov Models
6 Least Square Error WienerKolmogorov Filters
7 Adaptive Filters Kalman RLS LMS
8 Linear Prediction Models
12 Signal Enhancement via Spectral Amplitude Estimation
13 Impulsive Noise Modelling Detection and Removal
14 Transient Noise Pulses
15 Echo Cancellation
16 Channel Equalisation and Blind Deconvolution
17 Speech Enhancement Noise Reduction Bandwidth Extension and Packet Replacement
18 MultipleInput MultipleOutput Systems Independent Component Analysis
19 Signal Processing in Mobile Communication