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1 Signals and Systems Lecture 22 •Aliasing

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1

Signals and SystemsLecture 22

•Aliasing

2

Chapter 7 Sampling

Sampling Theorem:

Let be a band-limited signal with

then is uniquely determined by its samples

if where

MjX , 0 tx tx ,1,0, nnTx

Ms 2Ts

2

RateNyquisyM :2

FrequencyNyquistM :

MsT

3

Chapter 7 Sampling

§7.3 The Effect of Undersampling: Aliasing

欠采样 混叠

2s M rx t x t

sin cr

n

T t nTx t x nT

t nT

2s

c T

Let

r an

x t x nT S t nTT

rx nT x nT

P565 7.25

4

Chapter 7 Sampling

1. Consider a sinusoidal signal ttx 0cos2s

c

Fix , change s 0

0 0a 66s

s

0cosrx t x t t

rX j X j

00

0

jH

2s

2s

s 0 s

Figure (a)00

5

Chapter 7 Sampling

0a 6s

6

Chapter 7 Sampling

0 0b 33s

s

0cosrx t x t t s s 0

Figure (b)

00

jH

2s

2s

7

Chapter 7 Sampling

0 0

2 3c

3 2s

s

s s

Figure (c)

0 00

jH2s

2s

0 ss 0

0cosr sx t t x t

0cos2rx t t

8

0 0

5 6d

6 5s

s

0cos r sx t t x t s

s0

Figure (d)

00

jH2s

2s

0 ss 0

0cos5rx t t

Chapter 7 Sampling

9

Chapter 7 Sampling

0 0reconstructed1 cos cos st t

When aliasing occurs, 02 s

0 0 02 2 , s s s

0 03 , 0 constants s rx t ,

2. Consider a sinusoidal signal

ttx 0cos

jtjjtj eeeetx 00

2

1

2

100

je

0

je

10

Chapter 7 Sampling

00 33

a ss

ttxtxr 0cos

00 0s s

jH

2s

2s

00 2

3

3

2 b s

s

00 0s s

0 ss 0

0 ss 0

jH2s

2s

0cos r sx t t

11

Chapter 7 Sampling

3. 02s

ttx 0cos

20s

c

00

je

0

je

00

je

0

je jeje

00 coscos jX r

ttxr 0coscos

txtxr 1,0,k,2k ①

0 2

txr②

0sinx t t 02

2sin

00

nnTx

12

Anti-Alias Filtering (AAF)• Therefore, the first step in sampling is anti-alias

filtering (AAF) –– a LPF to assure thatMs 2

Chapter 7 Sampling

13

The effect of AAF

• The AAF low-pass filter will rid of the information in x(t) beyond

, but will avoid the much more serious aliasing problem.

2s

Chapter 7 Sampling

14

Chapter 7 Sampling

Excise 7.8 (P558)

5M 102 Ms2.0

10

2

sT

4

4

4

0

)sin(2

1)(

k

tjkk

k

k

eatktg

4

142

1

12

1

00

1

1

kj

kj

k

a

k

k

k

15

Chapter 7 Sampling

Excise 7.9 (P558)

100M 150s Ms 2

k

skjXT

jG ))((1

)(

50 Ms 50)( Ms

75

12

s

T

16

Chapter 7 Sampling

Excise 7.10 (P558)

a. x(t) is not a periodic signal.

b. |ω|< ω0

c.

17

Chapter 7 Sampling

4. Strobe Effect (频闪效应)

Figure 7.18

2 0 s①

The speed of rotation of the disc is perceived correctly.

2 0 s②

The rotation appears to be at a lower frequency than is

actually the case.

Furthermore, because of phase reversal, the disc will appearto be rotating in the wrong direction.

Rotatingdisc

0Strobe

18

Excise 7.38(P570)

Chapter 7 Sampling

otherwise

TjH0

2

11

)(

19

Chapter 7 Sampling

T

20

Ts

2

))()(()(2)( 00 jj eeBAjX

20

Chapter 7 Sampling

))cos((

))(cos(

)()(

0

0

taBA

atBA

atxty

21

Chapter 7 Sampling

00

2

sAssume:

otherwiseTjH c

s

042

11

)(

22

Chapter 7 Sampling

00 24

ss

cs

0014

4

s

nn s00

1

Consider the general case:

00 )1( scs nn

nn s0

014

4

23

Chapter 7 Sampling

4

1 sc T

TnTn )4

11()1(

T

nTna s 1

0

0

nn s0

014

4

24

Summary

Analysis of aliasing phenomenon

25

Readlist

• Signals and Systems:– 7.4~7.5

26

Chapter 6 Time and Frequency Characterization

Homework:P564 7.26