103-2 ss04 ctft -...
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![Page 1: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/1.jpg)
Spring 2015
信號與系統Signals and Systems
Chapter SS-4The Continuous-Time Fourier Transform
Feng-Li LianNTU-EE
Feb15 – Jun15
Figures and images used in these lecture notes are adopted from“Signals & Systems” by Alan V. Oppenheim and Alan S. Willsky, 1997
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-2Outline
Representation of Aperiodic Signals:
the Continuous-Time Fourier Transform
The Fourier Transform for Periodic Signals
Properties of Continuous-Time Fourier Transform
The Convolution Property
The Multiplication Property
Systems Characterized by
Linear Constant-Coefficient Differential Equations
![Page 2: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/2.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-3Fourier Series Representation of CT Periodic Signals
Example 3.5:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-4Fourier Series Representation of CT Periodic Signals
Example 3.5:
![Page 3: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/3.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-5Fourier Series Representation of CT Periodic Signals
Example 3.5:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-6Representation of Aperiodic Signals: CT Fourier Transform
CT Fourier Transform of an Aperiodic Signal: Page 193, Ex 3.5
![Page 4: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/4.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-7Representation of Aperiodic Signals: CT Fourier Transform
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-8Representation of Aperiodic Signals: CT Fourier Transform
![Page 5: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/5.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-9Representation of Aperiodic Signals: CT Fourier Transform
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-10Representation of Aperiodic Signals: CT Fourier Transform
![Page 6: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/6.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-11Representation of Aperiodic Signals: CT Fourier Transform
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-12Representation of Aperiodic Signals: CT Fourier Transform
Sufficient conditions for the convergence of FT
![Page 7: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/7.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-13Representation of Aperiodic Signals: CT Fourier Transform
Sufficient conditions for the convergence of FT
• Dirichlet conditions:
1.x(t) be absolutely integrable; that is,
2.x(t) have a finite number of maxima and minima
within any finite interval
3.x(t) have a finite number of discontinuities
within any finite interval
Furthermore, each of these discontinuities must be finite
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-14Representation of Aperiodic Signals: CT Fourier Transform
Example 4.1:
![Page 8: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/8.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-15Representation of Aperiodic Signals: CT Fourier Transform
Example 4.1:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-16Representation of Aperiodic Signals: CT Fourier Transform
Example 4.2:
![Page 9: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/9.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-17Representation of Aperiodic Signals: CT Fourier Transform
Example 4.3:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-18Representation of Aperiodic Signals: CT Fourier Transform
Example 4.4:
![Page 10: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/10.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-19Representation of Aperiodic Signals: CT Fourier Transform
Example 4.5:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-20Representation of Aperiodic Signals: CT Fourier Transform
sinc functions:
![Page 11: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/11.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-21Outline
Representation of Aperiodic Signals:
the Continuous-Time Fourier Transform
The Fourier Transform for Periodic Signals
Properties of Continuous-Time Fourier Transform
The Convolution Property
The Multiplication Property
Systems Characterized by
Linear Constant-Coefficient Differential Equations
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-22Fourier Transform for Periodic Signals
Fourier Transform from Fourier Series:
![Page 12: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/12.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-23Fourier Transform for Periodic Signals
Example 4.6:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-24Fourier Transform for Periodic Signals
Example 4.7:
![Page 13: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/13.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-25Fourier Transform for Periodic Signals
Example 4.8:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-26Outline
Representation of Aperiodic Signals:
the Continuous-Time Fourier Transform
The Fourier Transform for Periodic Signals
Properties of Continuous-Time Fourier Transform
The Convolution Property
The Multiplication Property
Systems Characterized by Linear Constant-
Coefficient Differential Equations
![Page 14: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/14.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-27Outline
Section Property
4.3.1 Linearity
4.3.2 Time Shifting
4.3.6 Frequency Shifting
4.3.3 Conjugation
4.3.5 Time Reversal
4.3.5 Time and Frequency Scaling
4.4 Convolution
4.5 Multiplication
4.3.4 Differentiation in Time
4.3.4 Integration
4.3.6 Differentiation in Frequency
4.3.3 Conjugate Symmetry for Real Signals
4.3.3 Symmetry for Real and Even Signals
4.3.3 Symmetry for Real and Odd Signals
4.3.3 Even-Odd Decomposition for Real Signals
4.3.7 Parseval’s Relation for Aperiodic Signals
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-28Outline
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
Parseval’s Relation for (A)Periodic Signals 3.5.7 3.7.3 4.3.7 5.3.9
Initial- and Final-Value Theorems 9.5.10 10.5.9
![Page 15: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/15.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-29Properties of CT Fourier Transform
Fourier Transform Pair:
• Synthesis equation:
• Analysis equation:
• Notations:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-30Properties of CT Fourier Transform
Linearity:
![Page 16: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/16.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-31Properties of CT Fourier Transform
Time Shifting:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-32Properties of CT Fourier Transform
Time Shift => Phase Shift:
![Page 17: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/17.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-33Properties of CT Fourier Transform
Example 4.9: Ex 4.4
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-34Properties of CT Fourier Transform
Conjugation & Conjugate Symmetry:
![Page 18: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/18.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-35Properties of CT Fourier Transform
Conjugation & Conjugate Symmetry:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-36Properties of CT Fourier Transform
Conjugation & Conjugate Symmetry:
![Page 19: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/19.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-37Properties of CT Fourier Transform
Conjugation & Conjugate Symmetry:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-38Properties of CT Fourier Transform
Example 4.10:
Ex 4.1
Ex 4.2
![Page 20: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/20.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-39Properties of CT Fourier Transform
Example 4.10:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-40Properties of CT Fourier Transform
Differentiation & Integration:
![Page 21: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/21.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-41Properties of CT Fourier Transform
FT of u(t) and 1(t):
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-42Properties of CT Fourier Transform
= +
Ex 4.3
![Page 22: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/22.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-43Properties of CT Fourier Transform
Example 4.11:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-44Properties of CT Fourier Transform
Example 4.12: Ex 4.4
![Page 23: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/23.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-45Properties of CT Fourier Transform
Time & Frequency Scaling:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-46Properties of CT Fourier Transform
Time & Frequency Scaling:
![Page 24: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/24.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-47Properties of CT Fourier Transform
Duality:
Example 4.4
Example 4.5
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-48Properties of CT Fourier Transform
Duality:
![Page 25: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/25.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-49Properties of CT Fourier Transform
Duality:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-50Properties of CT Fourier Transform
Parseval’s relation:
![Page 26: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/26.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-51Outline
Representation of Aperiodic Signals:
the Continuous-Time Fourier Transform
The Fourier Transform for Periodic Signals
Properties of Continuous-Time Fourier Transform
The Convolution Property
The Multiplication Property
Systems Characterized by
Linear Constant-Coefficient Differential Equations
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-52Convolution Property & Multiplication Property
Convolution Property:
Multiplication Property:
X
![Page 27: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/27.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-53Convolution Property
From Superposition (or Linearity):
LinearSystem
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-54Convolution Property
From Superposition (or Linearity):
![Page 28: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/28.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-55Convolution Property
From Convolution Integral:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-56Convolution Property
Equivalent LTI Systems:
![Page 29: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/29.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-57Convolution Property
Example 4.15: Time Shift
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-58Convolution Property
Examples 4.16 & 17: Differentiator & Integrator
![Page 30: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/30.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-59Convolution Property
Example 4.18: Ideal Lowpass Filter
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-60Convolution Property
Filter Design:
FilterLTI System
![Page 31: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/31.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015Signals & Systems: CT & DT Systems
Interconnections of Systems:• Audio System:
NTUEE-SS1-SS-61
Bass Treble EqualizerMicrophone
or TapeSpeaker
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-62Convolution Property
Filter Design:
FilterLTI System
RC circuit
![Page 32: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/32.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-63Convolution Property
Example 4.19:
FilterLTI System
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-64Convolution Property
Example 4.19:
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-65Convolution Property
Example 4.20:
FilterLTI System
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-66Outline
Representation of Aperiodic Signals:
the Continuous-Time Fourier Transform
The Fourier Transform for Periodic Signals
Properties of Continuous-Time Fourier Transform
The Convolution Property
The Multiplication Property
Systems Characterized by
Linear Constant-Coefficient Differential Equations
![Page 34: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/34.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-67Multiplication Property
Convolution & Multiplication:
Multiplication of One Signal by Another:• Scale or modulate the amplitude of the other signal
• Modulation
X
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-68Multiplication Property
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-69Multiplication Property
Example 4.21:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-70Multiplication Property
Example 4.22:
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-71Multiplication Property
Example 4.23:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-72Multiplication Property
Bandpass Filter Using Amplitude Modulation:
![Page 37: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/37.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-73Multiplication Property
Bandpass Filter Using Amplitude Modulation:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-74Multiplication Property
Bandpass Filter Using Amplitude Modulation:
• On Page 349-350, Problem 4.46
X
X
X
X
+
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-75
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-76
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-77
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-78Outline
Representation of Aperiodic Signals:
the Continuous-Time Fourier Transform
The Fourier Transform for Periodic Signals
Properties of Continuous-Time Fourier Transform
The Convolution Property
The Multiplication Property
Systems Characterized by
Linear Constant-Coefficient Differential Equations
![Page 40: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/40.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-79Systems Characterized by Linear Constant-Coefficient Differential Equations
A useful class of CT LTI systems:
LTI System
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-80Systems Characterized by Linear Constant-Coefficient Differential Equations
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-81Systems Characterized by Linear Constant-Coefficient Differential Equations
Examples 4.24 & 4.25:
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-82Systems Characterized by Linear Constant-Coefficient Differential Equations
Example 4.26:
LTI System
![Page 42: 103-2 ss04 CTFT - 國立臺灣大學cc.ee.ntu.edu.tw/~fengli/Teaching/SignalsSystems/103-2_ss04_CTFT.pdfSpring 2015 信號與系統 Signals and Systems Chapter SS-4 The Continuous-Time](https://reader030.vdocuments.pub/reader030/viewer/2022040221/5e34c353c6dc8f01ff7ce863/html5/thumbnails/42.jpg)
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-83X(jw) of Aperiodic Signals and a_k of Periodic Signals
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-84X(jw) of Aperiodic Signals and a_k of Periodic Signals
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-85X(jw) of Aperiodic Signals and a_k of Periodic Signals
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-86Chapter 4: The Continuous-Time Fourier Transform
Representation of Aperiodic Signals: the CT FT
The FT for Periodic Signals
Properties of the CT FT• Linearity Time Shifting Frequency Shifting
• Conjugation Time Reversal Time and Frequency Scaling
• Convolution Multiplication
• Differentiation in Time Integration Differentiation in Frequency
• Conjugate Symmetry for Real Signals
• Symmetry for Real and Even Signals & for Real and Odd Signals
• Even-Odd Decomposition for Real Signals
• Parseval’s Relation for Aperiodic Signals
The Convolution Property
The Multiplication Property
Systems Characterized by Linear Constant-Coefficient Differential Equations
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Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-87Questions for Chapter 4
Why to study FT• In order to analyze or represent aperiodic signals
How to develop FT• From FS and let T -> infinity
Do periodic signals have FT• Yes, their FT is function of isolated impulses
Why to know the properties of FT• Avoid using the fundamental formulas of FT to compute the FT
What the duality of FT and why• FT and IFT have almost identical integration formulas
Why to know the convolution property• To analyze system response and/or design proper circuits
• To simplify computation
Why to know the multiplication property• For signal modulation with different-frequency carriers
• To simplify computation
Feng-Li Lian © 2015Feng-Li Lian © 2015NTUEE-SS4-CTFT-88
Periodic Aperiodic
FSCT
DT(Chap 3)
FTDT
CT (Chap 4)
(Chap 5)
Bounded/Convergent
LT
zT DT
Time-Frequency
(Chap 9)
(Chap 10)
Unbounded/Non-convergent
CT
CT-DT
Communication
Control
(Chap 6)
(Chap 7)
(Chap 8)
(Chap 11)
Signals & Systems LTI & Convolution(Chap 1) (Chap 2)
Flowchart