The unit step response of an LTI system

22
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

The unit step response of an LTI system. The unit step response of an LTI system. The unit step response of an LTI system. Linear constant-coefficient difference equations. +. delay. depends on x[n]. We don’t know y[n] unless x[n] is given. - PowerPoint PPT Presentation

Transcript of The unit step response of an LTI system

Page 1: The unit step response of an LTI system

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: The unit step response of an LTI system

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: The unit step response of an LTI system

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

txthtxth

txththty

Page 4: The unit step response of an LTI system

16.362 Signal and System I • Properties of LIT systems

Associative property

)()()(

)()()(

)()()()(

21

21

21

txthth

txthth

txththty

Causality

,0)( th for t<0.

,0][ nh for n<0.

Stability

dtth )(

n

nh ][

Page 5: The unit step response of an LTI system

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: The unit step response of an LTI system

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: The unit step response of an LTI system

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

][n ][nh ][nh

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

Page 8: The unit step response of an LTI system

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

][nx

][]1[2

1][ 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

2

1

+

delay

Page 9: The unit step response of an LTI system

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

][]1[2

1][ nxnyny

][]1[2

1][ nnhnh

]1[2

1][ nhnh

][]1[2

1][ nnhnh

When n 1, 2

1

]1[

][

nhnh

n

Anh

2

1][

][2

1][ nuAnh

n

Causality

][n

][nh

][nh

2

1

+

delay

Page 10: The unit step response of an LTI system

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

][n

][nh

][nh

2

1

][]1[2

1][ nxnyny +

][]1[2

1][ nnhnh delay

][]1[2

1][ nnhnh

][2

1][ nuAnh

n

Determine A by initial condition:

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

]0[2

1]0[

0

uAh

A = 1

Page 11: The unit step response of an LTI system

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

]1[ n ][]1[2

1][ nxnyny

][]1[2

1][ nnhnh

][2

1][ nunh

n

?][ ny

Two ways:

(1) Repeat the procedure

(2) ][][][ nhnxny

]1[2

1

]1[

][]1[][

1

nu

nh

nhnny

n

][nh

][nh

2

1

+

delay

Page 12: The unit step response of an LTI system

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

)(t )(th )(ty

)(tu )(th )(ts

)(

)()()(

th

dnhty

)()(

thdt

tds

t

dh

dtuhts

)(

)()()(

Page 13: The unit step response of an LTI system

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

)(tx)(

2

1

2

1)( tx

dt

dyty

?)( 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 txtydt

dy)(th

)(ty

2

1

+

dt

d

2

1

Page 14: The unit step response of an LTI system

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

)(t

When t>0,dt

dyty

2

1)( tAety 2)(

Determine A by initial condition:

)()( 2 tuAeth t

Causality

)(2

1

2

1)( tx

dt

dyty

)(2

1

2

1)( t

dt

dyty

)(2

1

2

1)( t

dt

dyty

)(th

)(ty

2

1

+

dt

d

2

1

Page 15: The unit step response of an LTI system

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

Determine A by initial condition:

)()( 2 tuAeth t

)(2

1)()

2

1()()2(

2

1)( 222 ttAetuAetuAe ttt

A = 1 )()( 2 tueth t

)(t)(

2

1

2

1)( tx

dt

dyty

)(2

1

2

1)( t

dt

dyty

)(th

)(ty

2

1

+

dt

d

2

1

Page 16: The unit step response of an LTI system

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

2

1

)(2

1

2

1)( tx

dt

dyty +

dt

d

2

1

)()( 2 tueth t

)(][5

)( 23 tueeK

ty tt

Page 17: The unit step response of an LTI system

16.362 Signal and System I • Singularity functions

)()(0 ttu Define:

dt

tdtu

)()(1

n

n

n dt

tdtu

)()(

)()()(1 tudtut

du

dtuu

tututu

t

)(

)()(

)()()( 112

du

tutututut

n

n

)(

)()()()(

)1(

Page 18: The unit step response of an LTI system

16.362 Signal and System I • Singularity functions

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

dt

dx

tudt

dx

dtd

tdxu

tdxuutx

dutx

dtxututx

)(

)(

)()(

)()(|)()(

)()(

)()()()(

0

0

00

0

11

n

n

n dt

txdtutx

)()()(

dt

tdxtutx

)()()( 1

)()()( 0 txtutx

Page 19: The unit step response of an LTI system

16.362 Signal and System I • Singularity functions

n

n

n dt

txdtutx

)()()(

dt

tdxtutx

)()()( 1

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

)()( 21

11 tudt

tdututu

)()()()( 111 tutututu k

k terms

Page 20: The unit step response of an LTI system

16.362 Signal and System I • Singularity functions

dx

dtux

tutxtutx

t

)(

)()(

)()()()( 1

n

n

n dt

txdtutx

)()()(

t

dxtutx )()()( 1

)()()( 0 txtutx

ddx

tudx

tututxtutx

t

t

')'(

)()(

)()()()()( 2

)()()(2 tututu

Page 21: The unit step response of an LTI system

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

]1[][][1 nnnu Define:

]1[][][ 11 nununu kkk

]1[][

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

nxnx

nnxnnxnunx

]1[][][][ 1111 nunununu

]1[][][][ 1 nxnxnunx

Page 22: The unit step response of an LTI system

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

][][1 nunu

Define:

1][][][

][][][ 112

n

kk

nkuknuku

nununu

n

kx

knukx

nunxnunx

][

][][

][][][][ 1