4. 4
Mathematical transformation employed to transform signals between
time (or spatial) domain and frequency domain.
Fourier method of representing non-periodic signals as a function of
frequency
Fundamental period T tend to infinity
F.T Analysis : Break the signal or functions into simpler constituent
parts
dt
e
t
x
j
X
t
x
F t
j
d
e
j
X
t
x t
j
2
1
Analysis Equation:
Synthesis Equation
F.T Synthesis : Reassemble a signal from its constituent parts
Fourier transform Pair : Analysis+
Synthesis
5.
j
X
j
j
X
j
X i
r
j
X
j
Xr of
part
Real
j
X
j
Xi of
part
Imaginary
2
2
j
X
j
X
j
X i
r
or
j
X
j
X
j
X *
j
X
of
Conjugate
j
X
*
The X(jω) is a complex function of ω. Hence it can be expressed as
The magnitude of X(jω) is called Magnitude Spectrum.
6. 6
The phase of X(jω) is called Phase Spectrum
The phase spectrum can be written as
The magnitude and phase spectrum together
is called frequency spectrum
j
X
j
X
j
X
r
i
1
tan
7. 7
Fourier Transform does not exist for some signals.
For example
t
u
e
t
x t
2
Fourier Transform for x(t)does
not exists because it is not
absolutely integrable
Existence of Fourier Transform-The Dirichlet Conditions
should be satisfied
Signal should have finite number of maxima and minima
Signal should have finite number of discontinuities
Signal should be absolutely integrable
dt
t
x
8. 8
It is used to transform a time domain to complex
frequency domain signal (s-domain)
Two Sided Laplace transform (or) Bilateral Laplace transform
Let 𝑥(𝑡) be a continuous time signal defined for all values of 𝑡.
Let 𝑋(𝑆) be Laplace transform of 𝑥(𝑡)(non-causal signal ).
One sided Laplace transform (or) Unilateral Laplace transform
Let 𝑥(𝑡) be a continuous time signal defined for 𝑡≥0 (ie If 𝑥(𝑡) is
causal) then,
dt
e
t
x
s
X
t
x
L t
s
dt
e
t
x
s
X
t
x
L t
s
0
Complex variable, S= σ+ jω
9. 9
Inverse Laplace transform
(S-domain signal 𝑋(𝑆) Time domain signal x(t) )
s
X
t
x
Laplace transformX(s) and Inverse Laplace transform x(t)
are called Laplace Transform Pair and can be expressed as
ds
s
X
j
t
x
s
X
L
j
s
j
s
2
1
1
10. 10
Not absolutely integrable Absolutely integrable for σ>2
t
u
e
t
x t
2
t
u
e
e
t
x
t
u
e
e
e
t
x
t
t
t
t
t
)
2
(
2
converges
11. 11
The Laplace transform of a signal is given by
The range of ‘s’ (σ) for which the Laplace transform converges
(Finite) is called region of convergence
dt
e
t
x t
s
Complex variable, S= σ+ jω
Re(s)
- ∞ 0 ∞
jω
σ
LHS RHS
Img(s)
S plane
12. 12
The zeros are found by setting the numerator polynomial to Zero
The zeros of the transform X(s)are the values of s for which the
Transform is Zero
The Poles are found by setting the Denominator polynomial to Zero.
The Poles of the transform X(s)are the values of s for which the
Transform is infinite.
)
(
)
(
s
D
s
N
s
X
13. 0
a
where
t
u
e
t
x
Let t
a
Now Laplace transform of x(t) is given by,
dt
e
t
x
s
X
t
x
L t
s
dt
e
t
u
e
s
X t
s
t
a
)
(
dt
e
e st
at
0
dt
e t
a
s
0
0
a
s
e t
a
s
a
s
a
s
e
e
s
X
1
)
(
0
Since the given signal is
right sided signal or
causal signal then,
a
ROC
:
s-Plane
Case i: Causal Signal or Right sided Signal
a
a
s
a
s
o
a
s
)
Re(
14. Now Laplace transform of x(t) is given by,
dt
e
t
x
s
X
t
x
L t
s
a
:
ROC
Case ii: Non causal Signal or Left sided Signal
0
Let
a
where
t
u
e
t
x t
a
dt
e
t
u
e
s
X t
s
t
a
)
(
dt
e
e st
at
0
dt
e t
s
a
0
0
a
s
e t
s
a
a
s
s
X
1
s
a
s
a
e
e
a
s
0
.
1
b
a
cx
b
a
cx
e
e
dt
e t
s
a
0
a
a
s
a
s
a
s
)
Re(
0
16. 16
Case iii: Two sided Signal
Let
t
u
e
t
u
e
t
x t
b
t
a
t
x
t
x
t
x 2
1
t
u
e
t
x t
a
1
t
u
e
t
x t
b
2
and
s
X
Find 1
dt
e
t
u
e
s
X t
s
t
a
)
(
dt
e
e st
at
0
dt
e t
a
s
0
17. 17
dt
e
e st
bt
0
dt
e t
s
b
0
s
b
s
b
t
s
b
e
e
b
s
b
s
e 0
.
0
1
b
a
cx
b
a
cx
e
e
s
X
Find 2
0
a
s
e t
a
s
a
s
a
s
e
e
s
X
1
)
(
0
dt
e
t
u
e
s
X t
s
t
b
)
(
2
b
s
s
X
1
2
a
is
ROC
b
is
ROC
dt
e t
b
s
0
)
(
18. 18
Therefore ROC of X(s) is the region between
two lines passing through poles –a and –b
that is
b
a
s-Plane
ROC of a Two sided Signal
19. 19
Property 1
The ROC of X(s) consists of parallel strips to the imaginary axis.
Property 2
The ROC of Laplace transform does not include any pole of X(s)
20. 20
Property 3
If x(t) is right sided or causal signal
,the ROC of X(s) extends to the
right of the right most poles and no
pole is located inside the ROC.
Property 4
If x(t) is left sided or non causal
signal ,the ROC of X(s) extends to
the left of the left most poles and
no pole is located inside the ROC.
t
u
e
t
x
E t
a
g
a
s
s
X
1
)
( a
ROC
:
t
u
e
t
x t
a
Eg
a
s
s
X
1
a
:
ROC
21. 21
Property 5
If x(t) is two sided signal the ROC of X(s) is a
strip in the s-plane bounded by poles and no
pole is located inside the ROC.
s-Plane
Property 7
Impulse function is the only function for
which the ROC is the entire plane.
Property 6
The ROC of the sum of two or more signals
is equal to the intersection of the ROCs of
those signals.