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SUBMITED by – SHUBHAM KORDE
Maths-III [TAE]
SUBMITED TO- prof. GUPTA Madam
2
The z-Transform
Introduction
• Counterpart of the Laplace transform for discrete-time signals
• Generalization of the Fourier Transform
– Fourier Transform does not exist for all signals
• The z-Transform is often time more convenient to use
• Definition:
• Compare to DTFT definition:
• z is a complex variable that can be represented as z=r ej
• Substituting z=ej will reduce the z-transform to DTFT
 




n
n
znxzX
   nj
n
j
enxeX 




3
The z-transform and the DTFT
THEORY
• The z-transform is a function of the complex z variable
• Convenient to describe on the complex z-plane
• If we plot z=ej for =0 to 2 we get the unit circle
Re
Im
Unit Circle

r=1
0
2 0 2

 j
eX
4
Convergence of the z-Transform
• DTFT does not always converge
– Infinite sum not always finite if x[n] no absolute summable
– Example: x[n] = anu[n] for |a|>1 does not have a DTFT
• Complex variable z can be written as r ej so the z-transform
• DTFT of x[n] multiplied with exponential sequence r -n
– For certain choices of r the sum maybe made finite
    







n
njn
n
njj
ernxernxreX
   nj
n
j
enxeX 




 

n
n-
rnx
5
Region of Convergence
• The set of values of z for which the z-transform converges
• Each value of r represents a circle of radius r
• The region of convergence is made of circles
• Example: z-transform converges for
values of 0.5<r<2
– ROC is shown on the left
– In this example the ROC includes th
e unit circle, so DTFT exists
• Not all sequence have a z-transform
• Example:
– Does not converge for any r
– No ROC, No z-transform
– But DTFT exists?!
– Sequence has finite energy
– DTFT converges in the mean-square
d sense
Re
Im
  ncosnx o
6
Right-Sided Exponential Sequence Example
• For Convergence we require
• Hence the ROC is defined as
• Inside the ROC series converges to
• Geometric series formula
    







0n
n1
n
nnn
azznuazXnuanx





0n
n
1
az
az1az
n
1

   az
z
az1
1
azzX
0n
1
n1













2
1
21N
Nn
1NN
n
a1
aa
a
Re
Im
a 1
o x
• Region outside the circle of r
adius a is the ROC
• Right-sided sequence ROCs e
xtend outside a circle
7
Example
• For the term with infinite exponential to vanish we need
– Determines the ROC (same as the previous approach)
• In the ROC the sum converges to
    







0n
n1
n
nnn
azznuazXnuanx





2
1
21N
Nn
1NN
n
1
     









0n
1
101
n1
az1
azaz
az
za1az1

  






0n
1
n1
az1
1
azzX
|z|>2
8
Two-Sided Exponential Sequence Example
   1-n-u
2
1
-nu
3
1
nx
nn













11
1
0
1
0n
n
1
z
3
1
1
1
z
3
1
1
z
3
1
z
3
1
z
3
1





























11
0
11
1
n
n
1
z
2
1
1
1
z
2
1
1
z
2
1
z
2
1
z
2
1






























z
3
1
1z
3
1
:ROC 1

 
z
2
1
1z
2
1
:ROC 1





























2
1
z
3
1
z
12
1
zz2
z
2
1
1
1
z
3
1
1
1
zX
11
Re
Im
2
1
oo
12
1
xx3
1

9
Finite Length Sequence



 

otherwise0
1Nn0a
nx
n
  
az
az
z
1
az1
az1
azzazX
NN
1N1
N11N
0n
n1
1N
0n
nn





 







10
Applications of The ROC of Z-Transform
• The ROC is a ring or disk centered at the origin
• DTFT exists if and only if the ROC includes the unit circle
• The ROC cannot contain any poles
• The ROC for finite-length sequence is the entire z-plane
– except possibly z=0 and z=
• The ROC for a right-handed sequence extends outward from th
e outermost pole possibly including z= 
• The ROC for a left-handed sequence extends inward from the i
nnermost pole possibly including z=0
• The ROC of a two-sided sequence is a ring bounded by poles
• The ROC must be a connected region
• A z-transform does not uniquely determine a sequence without
specifying the ROC
11
Stability, Causality, and the ROC
• Consider a system with impulse response h[n]
• The z-transform H(z) and the pole-zero plot shown below
• Without any other information h[n] is not uniquely determined
– |z|>2 or |z|<½ or ½<|z|<2
• If system stable ROC must include unit-circle: ½<|z|<2
• If system is causal must be right sided: |z|>2
CONCLUSION
• Thw purpose of this is to example is to show how to find
z transform of the system output when the system is given as a
differntial equation
• The linearity and the translation property of z transform are
use here
• it is intresting to see another way to relate yhe input and the
of the system
• Actually, z-transform is one way for solving the constant
coefficient difference equation.
12
13

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"Z" TRANSFORM TOPIC REVIEW

  • 1. SUBMITED by – SHUBHAM KORDE Maths-III [TAE] SUBMITED TO- prof. GUPTA Madam
  • 2. 2 The z-Transform Introduction • Counterpart of the Laplace transform for discrete-time signals • Generalization of the Fourier Transform – Fourier Transform does not exist for all signals • The z-Transform is often time more convenient to use • Definition: • Compare to DTFT definition: • z is a complex variable that can be represented as z=r ej • Substituting z=ej will reduce the z-transform to DTFT       n n znxzX    nj n j enxeX     
  • 3. 3 The z-transform and the DTFT THEORY • The z-transform is a function of the complex z variable • Convenient to describe on the complex z-plane • If we plot z=ej for =0 to 2 we get the unit circle Re Im Unit Circle  r=1 0 2 0 2   j eX
  • 4. 4 Convergence of the z-Transform • DTFT does not always converge – Infinite sum not always finite if x[n] no absolute summable – Example: x[n] = anu[n] for |a|>1 does not have a DTFT • Complex variable z can be written as r ej so the z-transform • DTFT of x[n] multiplied with exponential sequence r -n – For certain choices of r the sum maybe made finite             n njn n njj ernxernxreX    nj n j enxeX         n n- rnx
  • 5. 5 Region of Convergence • The set of values of z for which the z-transform converges • Each value of r represents a circle of radius r • The region of convergence is made of circles • Example: z-transform converges for values of 0.5<r<2 – ROC is shown on the left – In this example the ROC includes th e unit circle, so DTFT exists • Not all sequence have a z-transform • Example: – Does not converge for any r – No ROC, No z-transform – But DTFT exists?! – Sequence has finite energy – DTFT converges in the mean-square d sense Re Im   ncosnx o
  • 6. 6 Right-Sided Exponential Sequence Example • For Convergence we require • Hence the ROC is defined as • Inside the ROC series converges to • Geometric series formula             0n n1 n nnn azznuazXnuanx      0n n 1 az az1az n 1     az z az1 1 azzX 0n 1 n1              2 1 21N Nn 1NN n a1 aa a Re Im a 1 o x • Region outside the circle of r adius a is the ROC • Right-sided sequence ROCs e xtend outside a circle
  • 7. 7 Example • For the term with infinite exponential to vanish we need – Determines the ROC (same as the previous approach) • In the ROC the sum converges to             0n n1 n nnn azznuazXnuanx      2 1 21N Nn 1NN n 1                0n 1 101 n1 az1 azaz az za1az1           0n 1 n1 az1 1 azzX |z|>2
  • 8. 8 Two-Sided Exponential Sequence Example    1-n-u 2 1 -nu 3 1 nx nn              11 1 0 1 0n n 1 z 3 1 1 1 z 3 1 1 z 3 1 z 3 1 z 3 1                              11 0 11 1 n n 1 z 2 1 1 1 z 2 1 1 z 2 1 z 2 1 z 2 1                               z 3 1 1z 3 1 :ROC 1    z 2 1 1z 2 1 :ROC 1                              2 1 z 3 1 z 12 1 zz2 z 2 1 1 1 z 3 1 1 1 zX 11 Re Im 2 1 oo 12 1 xx3 1 
  • 9. 9 Finite Length Sequence       otherwise0 1Nn0a nx n    az az z 1 az1 az1 azzazX NN 1N1 N11N 0n n1 1N 0n nn              
  • 10. 10 Applications of The ROC of Z-Transform • The ROC is a ring or disk centered at the origin • DTFT exists if and only if the ROC includes the unit circle • The ROC cannot contain any poles • The ROC for finite-length sequence is the entire z-plane – except possibly z=0 and z= • The ROC for a right-handed sequence extends outward from th e outermost pole possibly including z=  • The ROC for a left-handed sequence extends inward from the i nnermost pole possibly including z=0 • The ROC of a two-sided sequence is a ring bounded by poles • The ROC must be a connected region • A z-transform does not uniquely determine a sequence without specifying the ROC
  • 11. 11 Stability, Causality, and the ROC • Consider a system with impulse response h[n] • The z-transform H(z) and the pole-zero plot shown below • Without any other information h[n] is not uniquely determined – |z|>2 or |z|<½ or ½<|z|<2 • If system stable ROC must include unit-circle: ½<|z|<2 • If system is causal must be right sided: |z|>2
  • 12. CONCLUSION • Thw purpose of this is to example is to show how to find z transform of the system output when the system is given as a differntial equation • The linearity and the translation property of z transform are use here • it is intresting to see another way to relate yhe input and the of the system • Actually, z-transform is one way for solving the constant coefficient difference equation. 12
  • 13. 13