Fourier Transforms of Special Functions
Transcript of Fourier Transforms of Special Functions
Fourier Transforms of Special Functions
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Content Introduction More on Impulse Function Fourier Transform Related to Impulse Function Fourier Transform of Some Special Functions Fourier Transform vs. Fourier Series
Introduction Sufficient condition for the existence of a
Fourier transform
dttf |)(|
That is, f(t) is absolutely integrable. However, the above condition is not the
necessary one.
Some Unabsolutely Integrable Functions
Sinusoidal Functions: cos t, sin t,…Unit Step Function: u(t).
Generalized Functions:– Impulse Function (t); and– Impulse Train.
Fourier Transforms of Special Functions
More onImpulse Function
Dirac Delta Function
000
)(tt
t and 1)(
dtt
0 t
Also called unit impulse function.
Generalized Function The value of delta function can also be defined
in the sense of generalized function:
)0()()(
dttt (t): Test Function
We shall never talk about the value of (t). Instead, we talk about the values of integrals
involving (t).
Properties of Unit Impulse Function
)()()( 00 tdtttt
Pf)
dtttt )()( 0
Write t as t + t0
dtttt )()( 0
)( 0t
Properties of Unit Impulse Function
)0(||
1)()(
adttat
Pf)
dttat )()(
Write t as t/aConsider a>0
dt
att
a)(1
)0(||
1
a
dttat )()(
Consider a<0
dt
att
a)(1
)0(||
1
a
Properties of Unit Impulse Function
)()0()()( tfttf
Pf)
dttttf )()]()([
dtttft )]()()[(
)0()0( f
dtttf )()()0(
dtttf )()]()0([
Properties of Unit Impulse Function
)()0()()( tfttf
Pf)
dttat )()(
)(||
1)( ta
at
)0(||
1
a
dttt
a)()(
||1
dttt
a)()(
||1
Properties of Unit Impulse Function
)()0()()( tfttf )(
||1)( ta
at
0)( tt )()( tt
Generalized Derivatives
The derivative f’(t) of an arbitrary generalized function f(t) is defined by:
dtttfdtttf )(')()()('
Show that this definition is consistent to the ordinary definition for the first derivative of a continuous function.
dtttf )()(' dtttfttf
)(')()()(
=0
Derivatives of the -Function
)0(')(')()()('
dtttdttt
0
)()0(' ,)()('
tdttd
dttdt
)0()1()()( )()( nnn dttt
0
)()( )()0( ,)()(
tn
nn
n
nn
dttd
dttdt
Product Rule)(')()()(')]'()([ ttfttfttf
dttttf )(')]()([
Pf)dttttf )(')]()([
dtttft )](')()[(
dtttfttft )}()(')]'()(){[(
dtttftdtttft )]()'()[()]'()()[(
dtttftdtttft )]()'()[()]()()[('
dtttfttft )()](')()()('[
Product Rule)()0(')(')0()(')( tftfttf
)()'()]'()([)(')( ttfttfttf
Pf)
)]'()0([ tf )(')0( tf
)()0(' tf
Unit Step Function u(t)
Define
0)()()( dttdtttu
0 t
u(t)
0001
)(tt
tu
Derivative of the Unit Step Function
Show that )()(' ttu
dtttu )()('
0)(' dtt
)]0()([ )0(
dtttu )(')(
dttt )()(
Derivative of the Unit Step Function
0 t
u(t)Derivative
0 t
(t)
Fourier Transforms of Special Functions
Fourier Transform Related toImpulse Function
Fourier Transform for (t)
1)( Ft
dtett tj)()]([F 10
t
tje
0 t
(t)
0
1
F(j)
F
Fourier Transform for (t)
Show that
det tj
21)(
]1[)( 1 Ft
de tj121
de tj
21
de tj
21
The integration converges to
in the sense of generalized function.
)(t
Fourier Transform for (t)
Show that
0
cos1)( tdt
det tj
21)(
dtjt )sin(cos
21
tdjtd sin
2cos
21
0
cos1 td Converges to (t) in the sense of generalized function.
Two Identities for (t)
dxey jxy
21)(
0cos1)( xydxy
These two ordinary integrations themselves are meaningless.
They converge to (t) in the sense of generalized function.
Shifted Impulse Function
0)( 0tjett F
0)()]([ 0tjejFttf F
0
1
|F(j)|
F
Use the fact
0 t
(t t0)
t0
Fourier Transforms of Special Functions
Fourier Transform of a Some Special Functions
Fourier Transform of a Constant
)(2)()( AjFAtf F
dAeAjF tj][)( F
dteA tj )(
212
)(2 A
Fourier Transform of a Constant
)(2)()( AjFAtf F
F
0 t
A A2()
0
F(j)
Fourier Transform of Exponential Wave
)(2)()( 00 jFetf tj F
)(2]1[ F
)]([])([ 00 jFetf tjF
)(2][ 00 tjeF
Fourier Transforms of Sinusoidal Functions
)()(cos 000 Ft
)()(sin 000 jjt F
F
(+0)
0
F(j)(0)
0 0
t
f(t)=cos0t
Fourier Transform of Unit Step Function
)()]([ jFtuFLet )()]([ jFtuF)0for (except 1)()( ttutu
]1[)]()([ FF tutu
)(2)]([)]([ tutu FF)(2)()( jFjF
F(j)=?
Can you guess it?
Fourier Transform of Unit Step Function
)(2)()( jFjF
Guess )()()( BkjF
)()()()()()( BBkkjFjF
)()()(2 BBk
k
0B() must be odd
Fourier Transform of Unit Step Function
Guess )()()( BkjF k
)()(' ttu
)()]([ jFtuF1)]([)]('[ ttu FF
)()]('[ jFjtuF)]()([ Bj
)()( Bjj
0
jB 1)(
Fourier Transform of Unit Step Function
Guess )()()( BkjF k
jB 1)(
jtu 1)()( F
Fourier Transform of Unit Step Function
jtu 1)()( F
F()
0
|F(j)|
0 t
1
f(t)
Fourier Transforms of Special Functions
Fourier Transform vs. Fourier Series
Find the FT of a Periodic Function
Sufficient condition --- existence of FT
dttf |)(|
Any periodic function does not satisfy this condition.
How to find its FT (in the sense of general function)?
Find the FT of a Periodic Function
We can express a periodic function f(t) as:
Tectf
n
tjnn
2 ,)( 00
n
tjnnectfjF 0)]([)( FF
n
tjnn ec ][ 0F
n
n nc )(2 0
n
n nc )(2 0
Find the FT of a Periodic Function
We can express a periodic function f(t) as:
Tectf
n
tjnn
2 ,)( 00
n
n ncjF )(2)( 0
The FT of a periodic function consists of a sequence of equidistant impulses located at the harmonic frequencies of the function.
Example:Impulse Train
0 tT 2T 3TT2T3T
n
T nTtt )()( Find the FT of the impulse train.
Example:Impulse Train
0 tT 2T 3TT2T3T
n
T nTtt )()( Find the FT of the impulse train.
n
tjnT e
Tt 0
1)(
c n
Example:Impulse Train
0 tT 2T 3TT2T3T
n
T nTtt )()( Find the FT of the impulse train.
n
tjnT e
Tt 0
1)(
c n
n
T nT
t )(2)]([ 0F 0
Example:Impulse Train
0 tT 2T 3TT2T3T
n
T nT
t )(2)]([ 0F 0
0 0 20 3002030
2/T
F
Find Fourier Series Using Fourier Transform
n
tjnnectf 0)(
2/
2/0)(1 T
T
tjnn etf
Tc
T/2 T/2
f(t)t
T/2 T/2
fo(t)t
tjoo etfjF )()(
2/
2/)(
T
T
tjetf
)(10 jnF
Tc on
Find Fourier Series Using Fourier Transform
n
tjnnectf 0)(
2/
2/0)(1 T
T
tjnn etf
Tc
T/2 T/2
f(t)t
T/2 T/2
fo(t)t
tjoo etfjF )()(
2/
2/)(
T
T
tjetf
)(10 jnF
Tc on
Sampling the Fourier Transform of fo(t) with period 2/T, we can find the Fourier Series of f (t).
Example:The Fourier Series of a Rectangular Wave
0
f(t)
d1
t0
t
fo(t)1
dtejFd
d
tjo
2/
2/)(
2sin2 d
n
tjnnectf 0)(
)(10 jnF
Tc on
2sin2 0
0
dnTn
2sin1 0dn
n
Example:The Fourier Transform of a Rectangular Wave
0
f(t)
d1
t
n
tjnnectf 0)(
)(10 jnF
Tc on
2sin2 0
0
dnTn
2sin1 0dn
n
F [f(t)]=?
n
n ncjF )(2)( 0
)(2
sin2)( 00
ndnn
jFn