Adv. Digital Signal Processing - Multirate and wavelets

Adv. Digital Signal Processing - Multirate and wavelets by Indian Institute of Technology Bombay

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Created by IIT Bombay Staff Last updated Thu, 24-Mar-2022 English


Adv. Digital Signal Processing - Multirate and wavelets free videos and free material uploaded by IIT Bombay Staff .

Syllabus / What will i learn?

Introduction.
The Haar Wavelet.
The Haar Multiresolution Analysis.
avelets And Multirate Digital Signal Processing.
Equivalence Functions And Sequences. The Haar Filter Bank.
Haar Filter Bank Analysis And Synthesis.
Relating psi, phi and the Filters.
Iterating the filter bank from Psi, Phi.
Z - Domain Analysis Of Multirate Filter Bank.
Two Channel Filter Bank.
Perfect Reconstruction Conjugate Quadrature.
Conjugate Quadrature Filters Daubechies Family of MRA.
Daubechies' Filter Banks Conjugate Quadrature Filters.
Time And Frequency Joint Perspective.
Ideal Time Frequency Behaviour.
The Uncertainty Principle.
Time Bandwidth Product Uncertainty.
Evaluating and Bounding squareroot t.squareroot omega.



Curriculum for this course
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Description

The subject of wavelets has received considerable attention over the last twenty years, with contributions coming from researchers in electrical engineering, mathematics and physics. The word "wavelet" refers to a little wave, and implies functions that are reasonably localized both in the Time Domain and in the Fourier Domain. The idea stems from the limitation posed by the Uncertainty Principle, which puts a limit on simultaneous localization in the time and frequency domains. As in the case of the Uncertainty Principle of Physics, the implications are seen more when one would like to make a microscopic analysis of signals. In a number of signal processing situations, one does indeed need to look at local features: in fact, the requirement of simultaneous localization is far more widespread than often perceived. For example, there are many situations in audio, image and video where, for the purpose of analysis, one very often wishes to focus one's attention on a specific time/ space range and frequency range simultaneously. 

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