Download PDF by Albert Boggess: A First Course in Wavelets with Fourier Analysis

By Albert Boggess

ISBN-10: 0130228095

ISBN-13: 9780130228093

ISBN-10: 0470431172

ISBN-13: 9780470431177

ISBN-10: 1118211154

ISBN-13: 9781118211151

ISBN-10: 1118626265

ISBN-13: 9781118626269

A entire, self-contained remedy of Fourier research and wavelets—now in a brand new edition
Through expansive assurance and easy-to-follow causes, a primary direction in Wavelets with Fourier research, moment version presents a self-contained mathematical remedy of Fourier research and wavelets, whereas uniquely featuring sign research purposes and difficulties. crucial and primary rules are offered to be able to make the e-book obtainable to a extensive viewers, and, additionally, their functions to sign processing are saved at an straight forward level.

The publication starts off with an creation to vector areas, internal product areas, and different initial issues in research. next chapters feature:

The improvement of a Fourier sequence, Fourier rework, and discrete Fourier analysis

Improved sections dedicated to non-stop wavelets and two-dimensional wavelets

The research of Haar, Shannon, and linear spline wavelets

The basic thought of multi-resolution analysis

Updated MATLAB code and extended purposes to sign processing

The building, smoothness, and computation of Daubechies' wavelets

Advanced issues equivalent to wavelets in larger dimensions, decomposition and reconstruction, and wavelet transform

Applications to sign processing are supplied during the booklet, so much related to the filtering and compression of indications from audio or video. a few of these functions are offered first within the context of Fourier research and are later explored within the chapters on wavelets. New workouts introduce extra functions, and entire proofs accompany the dialogue of every provided concept. broad appendices define extra complicated proofs and partial suggestions to workouts in addition to up-to-date MATLAB exercises that complement the awarded examples.

A First direction in Wavelets with Fourier research, moment variation is a superb publication for classes in arithmetic and engineering on the upper-undergraduate and graduate degrees. it's also a priceless source for mathematicians, sign processing engineers, and scientists who desire to know about wavelet conception and Fourier research on an uncomplicated level.

Table of Contents

Preface and Overview.
0 internal Product Spaces.

0.1 Motivation.

0.2 Definition of internal Product.

0.3 The areas L2 and l2.

0.4 Schwarz and Triangle Inequalities.

0.5 Orthogonality.

0.6 Linear Operators and Their Adjoints.

0.7 Least Squares and Linear Predictive Coding.

Exercises.

1 Fourier Series.

1.1 Introduction.

1.2 Computation of Fourier Series.

1.3 Convergence Theorems for Fourier Series.

Exercises.

2 The Fourier Transform.

2.1 casual improvement of the Fourier Transform.

2.2 houses of the Fourier Transform.

2.3 Linear Filters.

2.4 The Sampling Theorem.

2.5 The Uncertainty Principle.

Exercises.

3 Discrete Fourier Analysis.

3.1 The Discrete Fourier Transform.

3.2 Discrete Signals.

3.3 Discrete signs & Matlab.

Exercises.

4 Haar Wavelet Analysis.

4.1 Why Wavelets?

4.2 Haar Wavelets.

4.3 Haar Decomposition and Reconstruction Algorithms.

4.4 Summary.

Exercises.

5 Multiresolution Analysis.

5.1 The Multiresolution Framework.

5.2 imposing Decomposition and Reconstruction.

5.3 Fourier remodel Criteria.

Exercises.

6 The Daubechies Wavelets.

6.1 Daubechies’ Construction.

6.2 type, Moments, and Smoothness.

6.3 Computational Issues.

6.4 The Scaling functionality at Dyadic Points.

Exercises.

7 different Wavelet Topics.

7.1 Computational Complexity.

7.2 Wavelets in better Dimensions.

7.3 pertaining to Decomposition and Reconstruction.

7.4 Wavelet Transform.

Appendix A: Technical Matters.

Appendix B: strategies to chose Exercises.

Appendix C: MATLAB® Routines.

Bibliography.

Index.

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Extra resources for A First Course in Wavelets with Fourier Analysis

Example text

20 an Proof. f(t) = ll vo + tw - v ll 2 , t E R, whichclosest describes theofsquare of the distance between v0 + tw E Vo and v. If v0 is the element Vo to v, then f is minimized when t 0. For simplicity, we will consider the case where the underlying inner product space V is real. Expanding f, we have = f (t) = ((vo - v) + tw, (vo - v) + tw ) = ll vo - v ll 2 + 2t ( vo - v, w ) + t 2 ll w ll 2 . 17 ORTHOGONALITY Since f is minimized when = 0, its derivative at t 0 must be zero. We have f' (t) = 2 ( vo - v, w) + 2t ll w ll 2 .

Plot these projections for n =with1. Repeat along f using a computer algebra system. Repeat for g (x) = x 3 • 15. (x) = { -1,0, otherwise. 16. Let D = {(x, y) E R 2 ; x 2 + y 2 l}. Let L 2 (D) = {f : D e; J l l f (x , y) l 2 dx dy oo}. Define an inner product on L2 (D) by (f, g} = J fv t cx , y)g(x , y) dxdy. Let cf>isn (xorthogonal , y) = (x + iy n = 0, 1, 2, . . Show that this collection of func­ tions in L2 (D) and compute 1 ¢n II . Hint: Use polar coordinates. 17. Suppose uo and u 1 are vectors in the inner product space V with (u 0 , v} = ( u 1 , v} for all E V.

5 )]. The matrix then determines how an Orthogonal arbitrary vector v maps into projections alsospace defineV,linear operators. is25a wefinitecandimensional subspace of an inner product than by Theorem define the orthogonal projection onto V to be P, where P(v) v0. By Theorem 0. 2 1, it o to show that PT is: Va linear operator. is easy A linear operator is said to be bounded if there is a number 0 M < oo such that ll w ll :S M}. {Tv; v V with ll v ll :S 1} {w W W. = ---+ W ::::; E C E W; E 23 LINEAR OPERATORS AND THEIR ADJOINTS In this case,operator the norm oftheTunitis defined toV beto thea bounded smallestsetsuchin M.

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