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The fast Fourier transform and its applications PDF

463 Pages·1988·8.507 MB·English
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THE FAST FOURIER TRANSFORM AND ITS APPLICATIONS E. Oran Brigham Avantek, Inc. Prentice Hall Englewood Cliffs, New Jersey 07632 Library of Congress Cataloging-in-Publication Data Brigham, E. Oran The fast Fourier transform and its applications I E. Oran Brigham. p. cm. - (Prentice-Hall signal processing series) Continues: The fast Fourier transform. Bibliography: p. Includes index. ISBN 0-13-307505-2 I. Fourier transformations. I. Title. II. Series QA403.B75 1988 515.7'23-dcI9 Editorial/production supervision and interior design: Gertrude Szyferblatt Cover design: Diane Saxe Manufacturing buyer: Barbara Kittle/Cindy Grant © 1988 by Prentice-Hall, Inc. A Division of Simon & Schuster Englewood Cliffs, New Jersey 07632 All rights reserved. No part of this book may be reproduced, in any form or by any means, without permission in writing from the publisher. Printed in the United States of America 10 9 8 7 6 5 4 3 ISBN 0-13-307505-2 Prentice-Hall International (UK) Limited, LClIldon Prentice-Hall of Australia Pty. Limited, Syd/ley Prentice-Hall Canada Inc., Toronto Prentice-Hall Hispanoamericana, S.A., Mexico Prentice-Hall of India Private Limited, New De/hi Prentice-Hall of Japan, Inc., Tokyo Simon & Schuster Asia Pte. Ltd., Singapore Editora Prentice-Hall do Brasil, Ltda., Rio de Janeiro To Cami A very special daughter CONTENTS PREFACE xiii CHAPTER 1 INTRODUCTION 1 1.1 The Ubiquitous FFT 1.2 Interpreting the Fourier Transform 4 1.3 Digital Fourier Analysis 7 CHAPTER 2 THE FOURIER TRANSFORM 9 2.1 The Fourier Integral 9 2.2 The Inverse Fourier Transform II 2.3 Existence of the Fourier Integral 13 2.4 Alternate Fourier Transform Definitions 22 2.5 Fourier Transform Pairs 23 CHAPTER 3 FOURIER TRANSFORM PROPERTIES 30 3.1 Linearity 30 3.2 Symmetry 32 3.3 Time and Frequency Scaling 32 3.4 Time and Frequency Shifting 35 vii viii Contents 3.5 Alternate Inversion Formula 40 3.6 Even and Odd Functions 40 3.7 Waveform Decomposition 42 3.8 Complex Time Functions 44 3.9 Summary Table of Fourier Transform Properties 46 CHAPTER 4 CONVOLUTION AND CORRELATION 50 4.1 Convolution Integral 50 4.2 Graphical Evaluation of the Convolution Integral 51 4.3 Alternate Form of the Convolution Integral 54 4.4 Convolution Involving Impulse Functions 57 4.5 Time-Convolution Theorem 60 4.6 Frequency-Convolution Theorem 64 4.7 Correlation Theorem 65 CHAPTER 5 FOURIER SERIES AND SAMPLED WAVEFORMS 74 5.1 Fourier Series 74 5.2 Fourier Series as a Special Case of the Fourier Integral 77 5.3 Waveform Sampling 79 5.4 Sampling Theorems 83 CHAPTER 6 THE DISCRETE FOURIER TRANSFORM 89 6.1 A Graphical Development 90 6.2 Theoretical Development 92 6.3 Discrete Inverse Fourier Transform 97 6.4 Relationship Between the Discrete and Continuous Fourier Transform 98 6.5 Discrete Fourier Transform Properties 107 CHAPTER 7 DISCRETE CONVOLUTION AND CORRELATION 118 7.1 Discrete Convolution 118 7.2 Graphical Interpretation of Discrete Convolution 119 7.3 Relationship Between Discrete and Continuous Convolution 121 7.4 Graphical Interpretation of Discrete Correlation 127 CHAPTER 8 THE FAST FOURIER TRANSFORM (FFT) 131 8.1 Matrix Formulation 131 8.2 Intuitive Development 132 8.3 Signal Flow Graph 136 8.4 Dual Nodes 138 8.5 WP Determination 140 8.6 Unscrambling the FFT 141 8.7 FFT Computation FlowChart 141 8.8 FFT BASIC and PASCAL Computer Programs 145 8.9 Theoretical Development of the Base-2 FFT Algorithm 148 8.10 FFT Algorithms for Arbitrary Factors 156 CHAPTER 9 FFT TRANSFORM APPLICATIONS 167 9.1 Fourier Transform Applications 167 9.2 FFT Data-Weighting Functions 178 9.3 FFT Algorithms for Real Data 188 9.4 Inverse Fourier Transform Applications 195 9.5 Laplace Transform Applications 199 CHAPTER 10 FFT CONVOLUTION AND CORRELATION 204 10.1 FFT Convolution of Finite-Duration Waveforms 204 x Contents 10.2 FFT Convolution of Infinite- and Finite-Duration Waveforms 211 10.3 Efficient FFT Convolution 223 10.4 FFT Correlation of Finite-Duration Waveforms 225 CHAPTER 11 TWO-DIMENSIONAL FFT ANALYSIS 232 11.1 Two-Dimensional Fourier Transforms 232 11.2 Two-Dimensional FFTs 240 11.3 Two-Dimensional Convolution and Correlation 255 11.4 Two-Dimensional FFT Convolution and Correlation 260 CHAPTER 12 FFT DIGITAL FILTER DESIGN 272 12.1 FFT Time-Domain Digital Filter Design 273 12.2 FFT Frequency-Domain Digital Filter Design 280 CHAPTER 13 FFT MULTICHANNEL BAND-PASS FILTERING 291 13.1 FFT Band-Pass Integrate and Sample Filters 291 13.2 FFT Band-Pass Filter Frequency Response Characteristics 299 13.3 Multichannel Band-Pass Filtering by Shifted FFTs 303 13.4 Sample Rate Considerations in FFT Multichannel Filtering 313 13.5 FFT Multichannel Demultiplexing 315 CHAPTER 14 FFT SIGNAL PROCESSING AND SYSTEM APPLICATIONS 320 14.1 Sampling Band-Pass Signals 320 14.2 Quadrature Sampling 327 14.3 FFT Signal Detection 337 Contents xi 14.4 FFT Cepstrum Analysis: Echo and Multipath Removal 341 14.5 FFT Deconvolution 345 14.6 FFT Antenna Design Analysis 349 14.7 FFT Phase-Interferometer Measurement System 355 14.8 FFT Time-Difference-of-Arrival Measurement System 357 14.9 FFT System Simulation 360 14.10 FFT Power-Spectrum Analysis 365 14.11 FFT Beamforming 376 Appendix A The Impulse Function: A Distribution 386 A.l Impulse-Function Definitions 386 A.2 Distribution Concepts 388 A.3 Properties of Impulse Functions 390 A.4 Two-Dimensional Impulse Functions 392 BIBLIOGRAPHY 394 INDEX 446

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