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Random signal processing / Shaila Dinkar Apte.

By: Apte, Shaila Dinkar [author.].
Material type: materialTypeLabelBookPublisher: Boca Raton : CRC Press, 2018Description: 1 online resource (xxii, 440 pages).ISBN: 9781315155357; 9781351641876.Subject(s): Signal processing | Random variablesAdditional physical formats: Print version: : No titleDDC classification: 621.3822 Online resources: Click here to view.
Contents:
chapter 1 Introduction to Random Signals -- chapter 2 Properties of Random Variables -- chapter 3 Multiple Random Variables and Random Process -- chapter 4 Detection and Estimation -- chapter 5 Fundamentals of Speech Processing -- chapter 6 Spectral Estimation of Random Signals -- chapter 7 Statistical Speech Processing -- chapter 8 Transform Domain Speech Processing -- chapter 9 Image Processing Techniques -- chapter 10 Applications of Random Signal Processing.
Summary: "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"--Provided by publisher.
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chapter 1 Introduction to Random Signals -- chapter 2 Properties of Random Variables -- chapter 3 Multiple Random Variables and Random Process -- chapter 4 Detection and Estimation -- chapter 5 Fundamentals of Speech Processing -- chapter 6 Spectral Estimation of Random Signals -- chapter 7 Statistical Speech Processing -- chapter 8 Transform Domain Speech Processing -- chapter 9 Image Processing Techniques -- chapter 10 Applications of Random Signal Processing.

"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"--Provided by publisher.

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