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1 Brief Historical Introduction |
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1 | (28) |
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1.1 Fourier Series and Fourier Transforms |
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1 | (3) |
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4 | (2) |
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1.3 The Wigner-Ville Distribution and Time-Frequency Signal Analysis |
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6 | (4) |
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10 | (9) |
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1.5 Wavelet Bases and Multiresolution Analysis |
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19 | (7) |
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1.6 Applications of Wavelet Transforms |
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26 | (3) |
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2 Hilbert Spaces and Orthonormal Systems |
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29 | (100) |
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29 | (1) |
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30 | (3) |
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33 | (5) |
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2.4 Generalized Functions with Examples |
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38 | (10) |
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2.5 Definition and Examples of an Inner Product Space |
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48 | (3) |
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2.6 Norm in an Inner Product Space |
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51 | (3) |
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2.7 Definition and Examples of Hilbert Spaces |
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54 | (5) |
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2.8 Strong and Weak Convergences |
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59 | (2) |
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2.9 Orthogonal and Orthonormal Systems |
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61 | (5) |
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2.10 Properties of Orthonormal Systems |
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66 | (9) |
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2.11 Trigonometric Fourier Series |
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75 | (4) |
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2.12 Orthogonal Complements and the Projection Theorem |
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79 | (5) |
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2.13 Linear Functionals and the Riesz Representation Theorem |
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84 | (2) |
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2.14 Separable Hilbert Spaces |
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86 | (2) |
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2.15 Linear Operators on Hilbert Spaces |
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88 | (18) |
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2.16 Eigenvalues and Eigenvectors of an Operator |
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106 | (10) |
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116 | (13) |
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3 Fourier Transforms and Their Applications |
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129 | (114) |
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129 | (1) |
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3.2 Fourier Transforms in L1 (R) |
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130 | (5) |
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3.3 Basic Properties of Fourier Transforms |
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135 | (14) |
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3.4 Fourier Transforms in L2(R) |
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149 | (15) |
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3.5 Discrete Fourier Transforms |
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164 | (5) |
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3.6 Fast Fourier Transforms |
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169 | (4) |
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3.7 Poisson's Summation Formula |
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173 | (6) |
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3.8 The Shannon Sampling Theorem and Gibbs' Phenomenon |
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179 | (11) |
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3.9 Heisenberg's Uncertainty Principle |
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190 | (2) |
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3.10 Applications of Fourier Transforms in Mathematical Statistics |
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192 | (7) |
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3.11 Applications of Fourier Transforms to Ordinary Differential Equations |
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199 | (4) |
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3.12 Solutions of Integral Equations |
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203 | (3) |
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3.13 Solutions of Partial Differential Equations |
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206 | (12) |
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3.14 Applications of Multiple Fourier Transforms to Partial Differential Equations |
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218 | (5) |
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3.15 Construction of Green's Functions by the Fourier Transform Method |
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223 | (13) |
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236 | (7) |
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4 The Gabor Transform and Time-Frequency Signal Analysis |
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243 | (44) |
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243 | (1) |
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4.2 Classification of Signals and the Joint Time-Frequency Analysis of Signals |
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244 | (4) |
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4.3 Definition and Examples of the Gabor Transform |
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248 | (4) |
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4.4 Basic Properties of Gabor Transforms |
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252 | (5) |
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4.5 Frames and Frame Operators |
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257 | (8) |
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4.6 Discrete Gabor Transforms and the Gabor Representation Problem |
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265 | (3) |
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4.7 The Zak Transform and Time-Frequency Signal Analysis |
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268 | (3) |
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4.8 Basic Properties of Zak Transforms |
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271 | (6) |
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4.9 Applications of Zak Transforms and the Balian-Low Theorem |
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277 | (7) |
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284 | (3) |
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5 The Wigner-Ville Distribution and Time-Frequency Signal Analysis |
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287 | (50) |
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287 | (1) |
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5.2 Definition and Examples of the WVD |
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288 | (9) |
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5.3 Basic Properties of the WVD |
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297 | (8) |
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5.4 The WVD of Analytic Signals and Band-Limited Signals |
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305 | (4) |
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5.5 Definitions and Examples of the Woodward Ambiguity Functions |
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309 | (7) |
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5.6 Basic Properties of Ambiguity Functions |
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316 | (6) |
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5.7 The Ambiguity Transformation and Its Properties |
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322 | (4) |
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326 | (4) |
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5.9 Cohen's Class of Time-Frequency Distributions |
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330 | (3) |
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333 | (4) |
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6 The Wavelet Transforms and Their Basic Properties |
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337 | (38) |
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337 | (3) |
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6.2 Continuous Wavelet Transforms and Examples |
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340 | (11) |
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6.3 Basic Properties of Wavelet Transforms |
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351 | (3) |
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6.4 The Discrete Wavelet Transforms |
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354 | (10) |
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364 | (6) |
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370 | (5) |
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7 Multiresolution Analysis and Construction of Wavelets |
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375 | (66) |
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375 | (1) |
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7.2 Definition of MRA and Examples |
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376 | (7) |
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7.3 Properties of Scaling Functions and Orthonormal Wavelet Bases |
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383 | (18) |
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7.4 Construction of Orthonormal Wavelets |
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401 | (15) |
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7.5 Daubechies' Wavelets and Algorithms |
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416 | (17) |
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7.6 Discrete Wavelet Transforms and Mallat's Pyramid Algorithm |
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433 | (4) |
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437 | (4) |
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8 Extensions of Multiresolution Analysis |
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441 | (34) |
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441 | (1) |
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8.2 p-MRA on a Half-Line R+ |
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442 | (21) |
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463 | (12) |
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9 Newland's Harmonic Wavelets |
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475 | (14) |
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475 | (1) |
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475 | (6) |
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9.3 Properties of Harmonic Scaling Functions |
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481 | (3) |
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9.4 Wavelet Expansions and Parseval's Formula |
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484 | (1) |
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485 | (1) |
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486 | (3) |
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10 Wavelet Transform Analysis of Turbulence |
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489 | (28) |
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489 | (3) |
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10.2 Fourier Transforms in Turbulence and the Navier-Stokes Equations |
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492 | (8) |
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10.3 Fractals, Multifractals, and Singularities in Turbulence |
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500 | (6) |
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10.4 Farge's Wavelet Transform Analysis of Turbulence |
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506 | (3) |
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10.5 Adaptive Wavelet Method for Analysis of Turbulent Flows |
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509 | (3) |
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10.6 Meneveau's Wavelet Analysis of Turbulence |
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512 | (5) |
Answers and Hints for Selected Exercises |
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517 | (14) |
Bibliography |
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531 | (14) |
Index |
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545 | |