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Random Signal Processing / Shaila Dinkar Apte

By: Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Publisher: Boca Raton, FL : CRC Press, 2017Edition: First editionDescription: 1 Online-RessourceISBN:
  • 9781351651394
  • 1315155354
  • 9781315155357
Subject(s): Additional physical formats: 9781498782012 | 9781351651394 | 9781351641876 | Erscheint auch als: Random signal processing. Druck-Ausgabe Boca Raton : CRC Press, Taylor & Francis Group, 2018. xxi, 440 SeitenDDC classification:
  • 621.382/2
MSC: MSC: *94-01 | 94A12 | 93E10 | 60G35LOC classification:
  • TK5102.9
Online resources: Summary: 2.4.1 Estimation of Power Density Spectrum of Random Signal2.4.2 Use of Discrete Fourier Transform (DFT) for Power Spectrum Estimation; Concept Check; Summary; Key Terms; Multiple-Choice Questions; Review Questions; Problems; Answers; Multiple-Choice Questions; Problems; 3. Multiple Random Variables and Random Process; Learning Objectives; 3.1 Multiple Random Variables; 3.1.1 Marginal Density Functions and Statistical Independence; 3.1.2 Operations on Multiple Random Variables; Concept Check; 3.2 Modeling a Random Signal; 3.2.1 AR, MA, and ARMA Modeling; Concept Check; 3.3 Random ProcessesSummary: Cover; Half Title; Title Page; Copyright Page; Dedication; Contents; Preface; Acknowledgments; About the Author; 1. Introduction to Random Signals; Learning Objectives; 1.1 Introduction to Set Theory; 1.1.1 Union and Intersection; 1.1.2 Algebra of Sets; 1.1.3 De Morgan's Laws; 1.1.4 Duality Principle; Concept Check; 1.2 Probability; 1.2.1 Conditional Probability; 1.2.2 Bayes' Theorem; 1.2.2.1 Alternative Statement of Bayes' Theorem; 1.2.3 Mutually Exclusive and Independent Events; Concept Check; 1.3 Random Variable; 1.3.1 Cumulative Distribution Function (CDF)Summary: Concept CheckSummary; Key Terms; Multiple-Choice Questions; Review Questions; Problems; Answers; Multiple-Choice Questions; Problems; 2. Properties of Random Variables; Learning Objectives; 2.1 Statistical Properties of Random Variables; Concept Check; 2.2 Functions for Finding Moments; Concept Check; 2.3 Transformations of a Random Variable; 2.3.1 Monotonic Transformations of a Random Variable; 2.3.2 Multiple-Valued Transformations of a Random Variable; 2.3.3 Computer Generation of a Transformed Variable; Concept Check; 2.4 Computation of the Energy Density Spectrum of a Deterministic SignalSummary: "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 publisherPPN: PPN: 1003038689Package identifier: Produktsigel: ZDB-4-NLEBK
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