Random signal processing

Author(s)

    • Apte, Shaila Dinkar

Bibliographic Information

Random signal processing

Shaila Dinkar Apte

CRC Press, c2018

  • : hardback

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Includes index

Description and Table of Contents

Description

This book covers random signals and random processes along with estimation of probability density function, estimation of energy spectral density and power spectral density. The properties of random processes and signal modelling are discussed with basic communication theory estimation and detection. MATLAB simulations are included for each concept with output of the program with case studies and project ideas. The chapters progressively introduce and explain the concepts of random signals and cover multiple applications for signal processing. The book is designed to cater to a wide audience starting from the undergraduates (electronics, electrical, instrumentation, computer, and telecommunication engineering) to the researchers working in the pertinent fields. Key Features: * Aimed at random signal processing with parametric signal processing-using appropriate segment size. * Covers speech, image, medical images, EEG and ECG signal processing. * Reviews optimal detection and estimation. * Discusses parametric modeling and signal processing in transform domain. * Includes MATLAB codes and relevant exercises, case studies and solved examples including multiple choice questions

Table of Contents

1. Introduction to Random Signals. 2. Properties of Random Variables. 3. Multiple Random Variables and Random Process. 4. Detection and Estimation. 5. Fundamentals of Speech Processing. 6. Spectral Estimation of Random Signals. 7. Statistical Speech processing. 8. Transform Domain Speech Processing. 9. Image Processing Techniques. 10. Applications of Random Signal Processing

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