16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

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16.362 Signal and System I representation of discrete-time signals in terms of impulse Example ] 0 [ ] [ ] 0 [ x n x k k n k x n x ] [ ] [ ] [ ] [ ] [ ] [ k x k n k x ] 1 [ ] 1 [ ] 1 [ x n x 0 ] [ ] [ ] [ ] [ k k k n k n k u n u

description

Signal and System I The representation of continuous-time signals in terms of impulse Properties of LIT systems Commutative property Distributive property

Transcript of 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

Page 1: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • The representation of discrete-time signals in terms of impulse

]0[][]0[ xnx

k

knkxnx ][][][

][][][ kxknkx

]1[]1[]1[ xnx

0

][

][][][

k

k

kn

knkunu

Example

Page 2: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • The representation of discrete-time signals in terms of impulse

k

knkxnx ][][][

][n ][nh ][][ nhny

k

knkxnx ][][][

k

k

knxkh

knhkxny

][][

][][][

][][][ nxnhny

][][][ nhnxny

Convolution

Page 3: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • The representation of continuous-time signals in terms of impulse

')'()'()( dttttxtx

')'()'()( dttthtxty

)()()( txthty

• Properties of LIT systems

Commutative property

)()()( txthty

)()()( thtxty

Distributive property

)()()()(

)()()()(

21

21

txthtxthtxththty

Page 4: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Properties of LIT systems

Associative property

)()()(

)()()()()()()(

21

21

21

txththtxththtxththty

Causality

,0)( th for t<0.

,0][ nh for n<0.

Stability

dtth )(

n

nh ][

Page 5: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • The unit step response of an LTI system

][n ][nh ][ny

][nu ][nh ][ns

k

knhkny ][][][

][

][][][

nh

knkhnyk

n

k

k

kh

knukhns

][

][][][

Page 6: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • The unit step response of an LTI system

][nu ][nh ][1 ns

n

k

khns ][][1

]1[ nu ][nh ][2 ns

1

2

][

]1[][][

n

k

k

kh

knukhns

]1[][][ 1

1

2

nskhnsn

k

][]1[][ 11 nhnsns

Page 7: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • The unit step response of an LTI system

][n ][nh ][nh

][nu ][nh ][ns ][]1[][ nhnsns

Page 8: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

][nx

][]1[21][ nxnyny

?][ ny ?][ nh

][ny depends on x[n]. We don’t know y[n] unless x[n] is given.

But h[n] doesn’t depend on x[n]. We should be able to obtain h[n] without x[n].

How?• Discrete Fourier transform, --- Ch. 5.

• LTI system response properties, this chapter.

][nh

][ny

21

+

delay

Page 9: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

][]1[21][ nxnyny

][]1[21][ nnhnh

]1[21][ nhnh

][]1[21][ nnhnh

When n 1, 21

]1[][

nhnh

n

Anh

21][

][21][ nuAnh

n

Causality

][n

][nh

][nh

21

+

delay

Page 10: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

][n

][nh

][nh

21

][]1[21][ nxnyny +

][]1[21][ nnhnh delay

][]1[21][ nnhnh

][21][ nuAnh

n

Determine A by initial condition:

When n = 0, 1]0[]0[ h

]0[21]0[

0

uAh

A = 1

Page 11: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

]1[ n ][]1[21][ nxnyny

][]1[21][ nnhnh

][21][ nunh

n

?][ ny

Two ways:

(1) Repeat the procedure

(2) ][][][ nhnxny

]1[21

]1[][]1[][

1

nu

nhnhnny

n

][nh

][nh

21

+

delay

Page 12: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • The unit step response of an LTI system, continuous time

)(t )(th )(ty

)(tu )(th )(ts

)(

)()()(

th

dnhty

)()( thdttds

t

dh

dtuhts

)(

)()()(

Page 13: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

)(tx)(

21

21)( txdtdyty

?)( ty ?)( th

)(ty depends on x(t). We don’t know y(t) unless x(t) is given.

But h(t) doesn’t depend on x(t). We should be able to obtain h(t) without x(t).

How?• Continuous time Fourier transform.

• LTI system response properties, this chapter.

)()(2 txtydtdy

)(th

)(ty

21

+

dtd

21

Page 14: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

)(t

When t>0,dtdyty

21)( tAety 2)(

Determine A by initial condition:

)()( 2 tuAeth t

Causality

)(21

21)( txdtdyty

)(21

21)( tdtdyty

)(21

21)( tdtdyty

)(th

)(ty

21

+

dtd

21

Page 15: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

Determine A by initial condition:

)()( 2 tuAeth t

)(21)()

21()()2(

21)( 222 ttAetuAetuAe ttt

A = 1 )()( 2 tueth t

)(t)(

21

21)( txdtdyty

)(21

21)( tdtdyty

)(th

)(ty

21

+

dtd

21

Page 16: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Linear constant-coefficient difference equations

)()( 3 tuKetx t

][5

][

)]()[(

)()(

)()()(

23

52

)(23

)(23

tt

t

o

t

t

o

t

t

eeK

deKe

deKe

dtueuKe

dthx

thtxty

)(th

)(ty

21

)(21

21)( txdtdyty +

dtd

21

)()( 2 tueth t

)(][5

)( 23 tueeKty tt

Page 17: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Singularity functions

)()(0 ttu Define:

dttdtu )()(1

n

n

n dttdtu )()(

)()()(1 tudtut

du

dtuu

tututu

t

)(

)()(

)()()( 112

du

tutututut

n

n

)(

)()()()(

)1(

Page 18: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Singularity functions

)()()()()( 0 txttxtutx

dtdx

tudtdx

dtdtdxu

tdxuutx

dutx

dtxututx

)(

)()()(

)()(|)()(

)()(

)()()()(

0

0

00

0

11

n

n

n dttxdtutx )()()(

dttdxtutx )()()( 1

)()()( 0 txtutx

Page 19: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Singularity functions

n

n

n dttxdtutx )()()(

dttdxtutx )()()( 1

)()()( 0 txtutx )()()()( 21

11 tudttdututu

)()()()( 111 tutututu k

k terms

Page 20: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Singularity functions

dx

dtux

tutxtutx

t

)(

)()(

)()()()( 1

n

n

n dttxdtutx )()()(

t

dxtutx )()()( 1

)()()( 0 txtutx

ddx

tudx

tututxtutx

t

t

')'(

)()(

)()()()()( 2

)()()(2 tututu

Page 21: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Singularity functions --- discrete time

]1[][][1 nnnu Define:

]1[][][ 11 nununu kkk

]1[][]1[][][][][][ 1

nxnxnnxnnxnunx

]1[][][][ 1111 nunununu

]1[][][][ 1 nxnxnunx

Page 22: 16.362 Signal and System I The representation of discrete-time signals in terms of impulse Example.

16.362 Signal and System I • Singularity functions --- discrete time

][][1 nunu

Define:

1][][][

][][][ 112

n

kk

nkuknuku

nununu

n

kx

knukx

nunxnunx

][

][][

][][][][ 1