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![Page 1: Signals and Systems - National Taiwan Universitycc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/992_ss10_z... · Signals and Systems Chapter SS-10 The z ... Figures and images used](https://reader035.vdocuments.net/reader035/viewer/2022081323/5a7fef187f8b9a571e8c2020/html5/thumbnails/1.jpg)
Spring 2011
信號與系統Signals and Systems
Chapter SS-10The z-Transform
Feng-Li LianNTU-EE
Feb11 – Jun11
Figures and images used in these lecture notes are adopted from“Signals & Systems” by Alan V. Oppenheim and Alan S. Willsky, 1997
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Feng-Li Lian © 2011NTUEE-SS10-Z-2Fourier Series, Fourier Transform, Laplace Transform, z-Transform
CT DT
FS
FT
LT/zT
time frequency time frequency
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Feng-Li Lian © 2011NTUEE-SS10-Z-3Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-4Brief History of the z-Transform
The Z-transform was known to Laplace, and re-introduced in 1947 by W. Hurewiczas a tractable way to solve linear, constant-coefficient difference eqns.
It was later dubbed "the z-transform" by Ragazzini and Zadehin the sampled-data control group at Columbia University in 1952
The name of “the z-transform”• The letter "z" being a sampled/digitized version of
the letter "s" in Laplace transforms.• Another possible source is the presence of the letter “z"
in the names of both Ragazzini and Zadeh who published the seminal paper.
The modified or advanced z-transform was later developed and popularized by E. I. Jury in 1958, 1973.
The idea contained within the z-transform is also known as the method of generating functions around 1730 when it was introduced by DeMoivre with probability theory.
From a mathematical view the z-transform can also be viewed as a Laurent serieswhere one views the sequence of numbers under consideration as the (Laurent) expansion of an analytic function (the Z-transform).
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Feng-Li Lian © 2011NTUEE-SS10-Z-5From the Fourier Transform
From the Fourier Transform of DT signals x[n]:
FT
zT
1
1
n
n
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Feng-Li Lian © 2011NTUEE-SS10-Z-6The z-Transform
The z-Transform of a General Signal x[n]:
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Feng-Li Lian © 2011NTUEE-SS10-Z-7The z-Transform
z-Transform & Fourier Transform:
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Feng-Li Lian © 2011NTUEE-SS10-Z-8The z-Transform
Example 10.1:
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Feng-Li Lian © 2011NTUEE-SS10-Z-9Laplace Transform and The z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-10The z-Transform
Example 10.2:
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Feng-Li Lian © 2011NTUEE-SS10-Z-11The z-Transform
Region of Convergence (ROC):
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Feng-Li Lian © 2011NTUEE-SS10-Z-12The z-Transform
Example 10.3:
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Feng-Li Lian © 2011NTUEE-SS10-Z-13The z-Transform
Example 10.3:
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Feng-Li Lian © 2011NTUEE-SS10-Z-14The z-Transform
Example 10.4:
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Feng-Li Lian © 2011NTUEE-SS10-Z-15The z-Transform
Example 10.4:
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Feng-Li Lian © 2011NTUEE-SS10-Z-16Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-17The Region of Convergence for z-Transform
Properties of ROC:1. The ROC of X(z) consists of a ring in the z-plane
centered about the origin
2. The ROC does not contain any poles
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Feng-Li Lian © 2011NTUEE-SS10-Z-18The Region of Convergence for z-Transform
Properties of ROC:3. If x[n] is of finite duration,
then the ROC is the entire z-plane, except possibly z = 0 and/or z = ∞
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Feng-Li Lian © 2011NTUEE-SS10-Z-19The Region of Convergence for z-Transform
Properties of ROC:4. If x[n] is right-sided sequence, and
if the circle |z| = r0 is in the ROC, then all finite values of z
for which |z| > r0
will also be in the ROC
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Feng-Li Lian © 2011NTUEE-SS10-Z-20The Region of Convergence for z-Transform
Properties of ROC:5. If x[n] is left-sided sequence, and
if the circle |z| = r0 is in the ROC, then all values of z for which0 < |z| < r0
will also be in the ROC
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Feng-Li Lian © 2011NTUEE-SS10-Z-21The Region of Convergence for z-Transform
Properties of ROC:6. If x[n] is two-sided, and
if the circle |z| = r0 is in the ROC, then the ROC will consist of a ring
in the z-plane that includes the circle |z| = r0
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Feng-Li Lian © 2011NTUEE-SS10-Z-22The Region of Convergence for z-Transform
Example 10.7:
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Feng-Li Lian © 2011NTUEE-SS10-Z-23The Region of Convergence for z-Transform
Example 10.7:
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Feng-Li Lian © 2011NTUEE-SS10-Z-24The Region of Convergence for z-Transform
Properties of ROC:7. If the z-transform X(z) of x[n] is rational,
then its ROC is bounded by poles or extends to ∞
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Feng-Li Lian © 2011NTUEE-SS10-Z-25The Region of Convergence for z-Transform
Properties of ROC:8. If the z-transform X(z) of x[n] is rational
– If x[n] is right sided, then the ROC is the region in the z-plane
outside the outermost pole ---i.e., outside the circle of radius equal to
the largest magnitude of the poles of X(z)
– Furthermore, if x[n] is causal, then the ROC also includes z = ∞
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Feng-Li Lian © 2011NTUEE-SS10-Z-26The Region of Convergence for z-Transform
Properties of ROC:9. If the z-transform X(z) of x[n] is rational and
If x[n] is left sided, then the ROC is the region in the z-plane
inside the innermost pole ---i.e., inside the circle of radius equal to
the smallest magnitude of the poles of X(z)other than any at z = 0and extending inward and possibly including z = 0
In particular, if x[n] is anti-causal, (i.e., if it is left sided and = 0 for n > 0), then the ROC also includes z = 0
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Feng-Li Lian © 2011NTUEE-SS10-Z-27The Region of Convergence for z-Transform
Example 10.8:
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Feng-Li Lian © 2011NTUEE-SS10-Z-28Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-29The Inverse z-Transform
The Inverse z-Transform:• By the use of contour integration
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Feng-Li Lian © 2011NTUEE-SS10-Z-30The Inverse z-Transform
The Inverse z-Transform:• By the technique of partial fraction expansion
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Feng-Li Lian © 2011NTUEE-SS10-Z-31The Inverse z-Transform
Example 10.9:
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Feng-Li Lian © 2011NTUEE-SS10-Z-32The Inverse z-Transform
Examples 10.9, 10.10, 10.11:
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Feng-Li Lian © 2011NTUEE-SS10-Z-33Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-34Geometric Evaluation of the Fourier Transform
First-Order Systems:
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Feng-Li Lian © 2011NTUEE-SS10-Z-35Geometric Evaluation of the Fourier Transform
Second-Order Systems:
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Feng-Li Lian © 2011NTUEE-SS10-Z-36Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-37Outline
Property CTFS DTFS CTFT DTFT LT zT
Linearity 3.5.1 4.3.1 5.3.2 9.5.1 10.5.1
Time Shifting 3.5.2 4.3.2 5.3.3 9.5.2 10.5.2
Frequency Shifting (in s, z) 4.3.6 5.3.3 9.5.3 10.5.3
Conjugation 3.5.6 4.3.3 5.3.4 9.5.5 10.5.6
Time Reversal 3.5.3 4.3.5 5.3.6 10.5.4
Time & Frequency Scaling 3.5.4 4.3.5 5.3.7 9.5.4 10.5.5
(Periodic) Convolution 4.4 5.4 9.5.6 10.5.7
Multiplication 3.5.5 3.7.2 4.5 5.5
Differentiation/First Difference 3.7.2 4.3.4, 4.3.6
5.3.5, 5.3.8
9.5.7, 9.5.8
10.5.7, 10.5.8
Integration/Running Sum (Accumulation) 4.3.4 5.3.5 9.5.9 10.5.7
Conjugate Symmetry for Real Signals 3.5.6 4.3.3 5.3.4
Symmetry for Real and Even Signals 3.5.6 4.3.3 5.3.4
Symmetry for Real and Odd Signals 3.5.6 4.3.3 5.3.4
Even-Odd Decomposition for Real Signals 4.3.3 5.3.4
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Feng-Li Lian © 2011NTUEE-SS10-Z-38Properties of the z-Transform
Linearity of the z-Transform:
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Feng-Li Lian © 2011NTUEE-SS10-Z-39Properties of the z-Transform
Time Shifting:
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Feng-Li Lian © 2011NTUEE-SS10-Z-40Properties of the z-Transform
Scaling in the z-Domain:
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Feng-Li Lian © 2011NTUEE-SS10-Z-41Properties of the z-Transform
Scaling in the z-Domain:
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Feng-Li Lian © 2011NTUEE-SS10-Z-42Properties of the z-Transform
Time Reversal:
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Feng-Li Lian © 2011NTUEE-SS10-Z-43Properties of the z-Transform
Time Expansion:
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Feng-Li Lian © 2011NTUEE-SS10-Z-44Properties of the z-Transform
Conjugation:
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Feng-Li Lian © 2011NTUEE-SS10-Z-45Properties of the z-Transform
Convolution Property:
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Feng-Li Lian © 2011NTUEE-SS10-Z-46Properties of the z-Transform
Differentiation in the z-Domain:
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Feng-Li Lian © 2011NTUEE-SS10-Z-47Properties of the z-Transform
The Initial-Value Theorem:
The Final-Value Theorem:
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Feng-Li Lian © 2011NTUEE-SS10-Z-48Properties of the z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-49Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-50Some z-Transform Pairs
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Feng-Li Lian © 2011NTUEE-SS10-Z-51Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-52Analysis & Characterization of LTI Systems
Analysis & Characterization of LTI Systems:
Causality
Stability
LTI System
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Feng-Li Lian © 2011NTUEE-SS10-Z-53Analysis & Characterization of LTI Systems
Causality:• For a causal LTI system,
h[n] = 0 for n < 0, and thus is right-sided
• A DT LTI system is causal if and only ifthe ROC of the system function H(z)is the exterior of a circle in the z-plane, including infinity
• A DT LTI system with a rational H(z) is causal if and only if(a) ROC is exterior of a circle outside outermost pole;
and infinity must be in the ROC; and(b) order of numerator <= order of denominator
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Feng-Li Lian © 2011NTUEE-SS10-Z-54Analysis & Characterization of LTI Systems
Example 10.21:
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Feng-Li Lian © 2011NTUEE-SS10-Z-55Analysis & Characterization of LTI Systems
Stability:
• An DT LTI system is stableif and only ifthe ROC of H(z) includes the unit circle [i.e., |z| = 1]
• A causal LTI system with rational H(z) is stableif and only ifall of the poles of H(z) lie in the inside the unit circle, i.e., all of the poles have magnitude < 1
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Feng-Li Lian © 2011NTUEE-SS10-Z-56Analysis & Characterization of LTI Systems
Example 10.22:
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Feng-Li Lian © 2011NTUEE-SS10-Z-57Analysis & Characterization of LTI Systems
Example 10.24:
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Feng-Li Lian © 2011NTUEE-SS10-Z-58Analysis & Characterization of LTI Systems
LTI Systems by Linear Constant-Coef Difference Equations:
LTI System
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Feng-Li Lian © 2011NTUEE-SS10-Z-59Systems Characterized by Linear Constant-Coefficient Difference Equations
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Feng-Li Lian © 2011NTUEE-SS10-Z-60Analysis & Characterization of LTI Systems
Example 10.25:
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Feng-Li Lian © 2011NTUEE-SS10-Z-61Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-62System Function Algebra & Block Diagram Representation
System Function Blocks:
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Feng-Li Lian © 2011NTUEE-SS10-Z-63System Function Algebra & Block Diagram Representation
Example 10.28:• Consider a causal LTI system with system function
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Feng-Li Lian © 2011NTUEE-SS10-Z-64System Function Algebra & Block Diagram Representation
Example 10.29:
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Feng-Li Lian © 2011NTUEE-SS10-Z-65System Function Algebra & Block Diagram Representation
Example 10.29:
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Feng-Li Lian © 2011NTUEE-SS10-Z-66System Function Algebra & Block Diagram Representation
Example 10.30:
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Feng-Li Lian © 2011NTUEE-SS10-Z-67System Function Algebra & Block Diagram Representation
Example 10.30:
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Feng-Li Lian © 2011NTUEE-SS10-Z-68Outline
The z-Transform The Region of Convergence for z-Transforms The Inverse z-TransformGeometric Evaluation of the Fourier TransformProperties of the z-TransformSome Common z-Transform PairsAnalysis & Characterization of LTI Systems
Using the z-TransformsSystem Function Algebra and Block Diagram
Representations The Unilateral z-Transform
![Page 69: Signals and Systems - National Taiwan Universitycc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/992_ss10_z... · Signals and Systems Chapter SS-10 The z ... Figures and images used](https://reader035.vdocuments.net/reader035/viewer/2022081323/5a7fef187f8b9a571e8c2020/html5/thumbnails/69.jpg)
Feng-Li Lian © 2011NTUEE-SS10-Z-69The Unilateral z-Transform
The Unilateral z-Transform of x(t):
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Feng-Li Lian © 2011NTUEE-SS10-Z-70System Function Algebra & Block Diagram Representation
Example 10.33:
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Feng-Li Lian © 2011NTUEE-SS10-Z-71The Unilateral z-Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-72Summary of Fourier Transform and z Transform
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Feng-Li Lian © 2011NTUEE-SS10-Z-73Summary of Fourier Transform and z Transform
– Causality
– StabilityROC
– definition– theorem– property
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Feng-Li Lian © 2011NTUEE-SS10-Z-74Chapter 10: The z-Transform
The z-Transform The ROC for z-T The Inverse z-TGeometric Evaluation of the FTProperties of the z-T
• Linearity Time Shifting Shifting in the z-Domain• Time Reversal Time Expansion Conjugation• Convolution First Difference Accumulation• Differentiation in the z-Domain Initial-Value Theorems
Some Common z-T PairsAnalysis & Charac. of LTI Systems Using the z-TSystem Function Algebra, Block Diagram Repre. The Unilateral z-T
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Feng-Li Lian © 2011NTUEE-SS10-Z-75
Periodic Aperiodic
FS – CT– DT
(Chap 3)FT
– DT
– CT (Chap 4)
(Chap 5)
Bounded/Convergent
LTzT – DT
Time-Frequency
(Chap 9)
(Chap 10)
Unbounded/Non-convergent
– CT
CT-DT
Communication
Control
(Chap 6)
(Chap 7)
(Chap 8)
(Chap 11)
Introduction LTI & Convolution(Chap 1) (Chap 2)
Flowchart
DigitalSignalProcessing
(dsp-8)