V. Fourier transform

Preview:

DESCRIPTION

V. Fourier transform. 5-1. Definition of Fourier Transform. * The Fourier transform of a function f ( x ) is defined as. The inverse Fourier transform , . 3-D: the Fourier transform of a function f ( x , y , z ). Note that. ux + vy + wz : can be considered as a scalar - PowerPoint PPT Presentation

Citation preview

V. Fourier transform5-1. Definition of Fourier Transform

* The Fourier transform of a function f(x) is defined as

dxexfuFxfF iux2)()()(

The inverse Fourier transform, 1F

dueuFxf

xfFFxfiux2

1

)()(

)()(

3-D: the Fourier transform of a function f(x,y,z)

dxdydzezyxfwvuF wzvyuxi )(2),,(),,(

Note that zzyyxxr ˆˆˆ wwvvuuu ˆˆˆ

ux+vy+wz: can be considered as a scalarproduct of if the following conditions are met!

ur

1ˆˆ ;0ˆˆ ;0ˆˆ0ˆˆ ;1ˆˆ ;0ˆˆ0ˆˆ ;0ˆˆ ;1ˆˆ

wzvzuzwyvyuywxvxux

wzvyuxur

Therefore,

rderfuFrfF uri 2)()()(

the vector may be considered as a vector in “Fourier transform space”

u

The inverse Fourier transform in 3-D space:

udeuFrfuFF uri 21 )()()(

5-2. Dirac delta function

axax

axfor 0for

)(

1)(

dxax

Generalized function: the limit of a sequenceof functions

Start with the normalized Gaussian functions2

)( nxn enxg

2

1

n

: standard Gaussian width parameter

1)(

dxxgn

Gaussian Integration:

dxeG x2

dxdyedyedxeG yxyx )(2 2222

dxdy: integration over a surface change to polar coordinate (r, )

rrd

dr

sin ;cos ryrx 222 ryx

2

0 0

2 2

rdrdeG r

Star from

1/2 GG ;2

?2

dxe nx Let xny dxndy

dyenn

dyedxe yynx 222 1n

2

)( nxn enxg

1)(

dxxgn

Consider sequence of function21)(1

xexg

222

2)( xexg

2256256

256)( xexg );......( );( 43 xgxg

What happen when n =

(a)(b)(c)(d)

)0(g0)0( xg

the width of the center peak = 01)(

dxxg

The sequence only useful if it appears as partof an integral, e.g.

dxxfendxxfxg nx

nnn)(lim)()(lim

2

Only f(0) is important

)0(lim)0(2

fdxenf nx

n

dxxfxfdxxfen nx

n)()()0()(lim

2

Dirac Delta Function: limit of Gaussiandistribution function

2

lim)( nx

nenx

There are infinitely many sequences that canbe used to define the delta function

dxxdxen nx

n)(1lim

2

)'()()'( xfdxxfxx

Dirac delta function is an even function

dueuFxf iux2)()(

')'()( '2 dxexfuF iux

duedxexfxf iuxiux 2'2 ')'()(

')'()( 2'2 dxdueexfxf iuxiux

)'(2 xxiue

Note that

')'()'()( dxxxxfxf =

duexx xxiu )'(2)'(

duey iuy 2)( y

Similar

dxexfuF iux2)()(

dxedueuFuF iuxxiu 2'2 ')'()(

')'()( )'(2 dudxeuFuF xuui

')'()'()( duuuufuF

dxeuu xuui )'(2)'(

uuy 'Let

dxey iyx 2)(

duey iuy 2)(Compare to )()( yy

5-3. A number of general relationships maybe written for any function f(x)real or complex.

Real Space Fourier Transform Spacef(x) F(u)f(-x) -F(-u)f(ax) F(u/a)/a

f(x)+g(x) F(u)+G(u)f(x-a) e-2iauF(u)

df(x)/dx 2iuF(u)dnf(x)/dxn (2iu)nF(u)

Example

(1)

auF

aaxfF 1)}({

dxeaxfaxfF iux2)()}({

Set X = ax

adXeXfaufF a

Xiu2)()}({

dXeXf

aaufF

Xaui2

)(1)}({

auF

a1

(2) uFeaxfF iau2)}({

dxeaxfaxfF iux2)()}({

Set X = x - a

)()()}({ a)(2 aXdeXfaxfF Xiu

dXeXfaxfF Xiu a)(2)()}({

dXeXfe iuXiu 2a2 )(

uF

uFeaxfF iau2)}({

(3) uiuFdx

xdfF 2})({

dxedx

xdfdx

xdfF iux2)(})({

dueuFxf

xfFFxfiux2

1

)()(

)()(

dxedueuF

dxd

dxxdfF iuxxiu 2'2 ')'(})({

dxedu

dxdeuF

dxxdfF iux

xiu

2

'2

')'(})({

dxedueiuuF

dxxdfF iuxxiu 2'2 ''2)'(})({

')'('2})({ )'(2 dudxeuFiu

dxxdfF xuui

')'()'('2})({ duuuuFiu

dxxdfF

)'( uu

)(2})({ uiuFdx

xdfF

5-4. Fourier transform and diffraction(i) point source or point aperture

A small aperture in 1-D: (x) or (x-a).Fourier transform the function Fraunhofer diffraction pattern

For (x):

dxxedxexxF iuiux )()()}({ 022

= 1 = 1= 1

The intensity is proportional 1|)(| 2uF

For (x-a):

dxeaxaxF iux 2)()}({

The intensity is proportional 1|)(| 2uF

dXeXXF aXiu )(2)()}({

Set X = x-a

dXeXe iuXiua 22 )(

iuaeaxF 2)}({

The difference between the point source atx = 0 and x = a is the phase difference.

(ii) a slit function

2|| when12|| when0

)(bxbx

xf

dxexfuFxfF iux2)()()}({

uub

iuee

iueuF

iubiubb

b

iux

)sin(22

)(2/

2/

2

2/

2/

22/

2/

2 )2(21)(

b

b

iuxb

b

iux iuxdeiu

dxeuF

c.f. the kinematic diffraction from a slit

c.f. the kinematic diffraction from a slit

Chapter 4 ppt p.28

ububbuF

)sin()(

sin

2sin2

2sin bbkbub

sin

u

2sin

2sinsin~

~ )('

kb

kb

eRbE tkRiL

(iii) a periodic array of narrow slits

n

naxxf )()(

dxexfuFxfF iux2)()()}({

dxenaxuF iux

n

2)()(

n

iuxdxenaxuF 2)()(

n

iuna

n

iuna edxnaxeuF 22 )()(

xx

n

n

11

1)(0

20

22

n

iuna

n

iuna

n

iuna eeeuF

0

2

n

iunae

1)(0

2

0

2

n

niua

n

niua eeuF

11

11

1)( 22

iuaiua eeuF

11

11

1)( 22

iuaiua eeuF

Discussion12 iuae For

1)1)(1(

11)( 22

22

iuaiua

iuaiua

eeeeuF

= 1

0)( uF

12 iuae For )(uF

It occurs at the condition)2sin()2cos(12 uaiuae iua

hua 22 h: integerhua

In other words,

h

huauF )()(

||)()(

axax Note that

dxxadxax )|(|)( Set xax ||

||1

||)()|(|

aaxdxdxxa

1)(

dxx

0for 00for

)(xx

x

The Fourier transform of f(x)

hh ahuahuauF )()()(

h a

hua

uF )(1)( where a > 0

Hence, the Fourier transform of a set ofequally spaced delta functions with a perioda in x space a set of equally spaced delta functionswith a period 1/a in u space

Similarly, a periodic 3-D lattice in real space;(a, b, c)

m n p

pcznbymaxr ),,()(

)()}({ uFrF

rdepcznbymax rui

m n p

2),,(

h k l c

lwbkv

ahu

abc)()()(1

This is equivalent to a periodic lattice inreciprocal lattice (1/a 1/b 1/c).

(iv) Arbitrary periodic function

h

aihxheFxf /2)(

http://en.wikipedia.org/wiki/Fourier_series

)()}({ uFxfF

dxeeF iux

h

aihxh

2/2

dxeeF iuxaihx

hh

2/2

dxeF xahui

hh

)(2

)(ahuF

hh

Hence, the F(u) ; i.e. diffracted amplitude,is represented by a set of delta functions equally spaced with separation 1/a and eachdelta function has “weight”, Fh, that is equalto the Fourier coefficient.

5-5. ConvolutionThe convolution integral of f(x) and g(x) isdefined as

dXXxgXfxgxfxc )()()()()(

examples:(1) prove that f(x) g(x) = g(x) f(x)

dXXxgXfxgxfxc )()()()()(

Set Y = x - X

)()()()()( YxdYgYxfxgxf

dYYgYxfxgxf )()()()(

)()( xfxg

(2) Prove that )()()( xfxxf

dXXxXfxxf )()()()(

)()()()()( xfdXXxxfxxf

(3) Multiplication theoremIf )()}({ );()}({ uGxgFuFxfF

then )()()}()({ uGuFxgxfF

(4) Convolution theorem (proof next page)If )()}({ );()}({ uGxgFuFxfF

then )()()}()({ uGuFxgxfF

Proof: Convolution theorem

dxedXXxgXfxgxfF iux2)()()}()({

dxedXXxgeXf XxiuiuX )(22 )()(

)()()( )(22 XxdedXXxgeXf XxiuiuX

)()()( )(22 XxdeXxgdXeXf XxiuiuX

= F(u) = G(u))()( uGuF

Example: diffraction grating

2/)1(

2/)1(

)()()(Nn

Nn

xgnaxxf a single slit orruling function

a set of N delta function

2/)1(

2/)1(

)()()}({Nn

Nn

xgnaxFxfF

dxenaxnaxF iunaNn

Nn

Nn

Nn

22/)1(

2/)1(

2/)1(

2/)1(

)()(

dxnaxeNn

Nn

iuna )(2/)1(

2/)1(

2

2/)1(

2/)1(

2Nn

Nn

iunae

)()( uGxgF

)()sin()sin()}({ uG

uauNaxfF

1

0

2)1(2/)1(

2/)1(

2Nn

n

iunaaNiuNn

Nn

iuna eee

iua

iuNaaNiu

eee

2

2)1(

11

)()()1(

iuaiuaiua

iuNaiuNaiuNaaNiu

eeeeeee

)sin()sin(

uauNa

Supplement # 1Fourier transform of a Gaussian function isalso a Gaussian function.Suppose that f(x) is a Gaussian function

22

)( xaexf

dxeeuFxfF iuxxa 222

)()}({

dxee aiu

aiuax

22

22

2

2)(

)(

yiuxax

yax

aiuy

iuxaxy

22Define aiuax

adxd

a

deeuF aiu

2

2

)(

deea

uF au

2

2

1)(

12 i

Chapter 5 pptpage 5

2

)(

au

ea

uF Gaussian Function

in u space

Standard deviation is defined as the range of thevariable (x or u) over which the function dropsby a factor of of its maximum value.2/1e

22

)( xaexf 2/122 ee xa

21

ax

xax

21

2

)(

au

ea

uF

212

au

21

au

uau

2

21

221

a

aux

c.f hpx ~hkx ~

hkhx ~2

2~kx

22

),( xaexaf

),2( xf),8( xf

2

22

),( au

ea

uaf

),2( uf

),8( uf

Supplement #2Consider the diffraction from a single slit

2/

2/

sin2)('~

~ b

b

iztkRiL dzeeR

E

The result from a single slit

dxexfuF iux2)()(

The expression is the same as Fourier transform.

Supplement #3Definitions in diffractionFourier transform and inverse Fourier transform

System 1

dueuFxf

dxexfuFiux

iux

2

2

)()(

)()(:

System 2

dueuFxf

dxexfuF

iux

iux

)(21)(

)()(:

System 3

dueuFxf

dxexfuF

iux

iux

)(21)(

)(21)(

:

System 4

System 5

System 6

relationship among Fourier transform, reciprocallattice, and diffraction condition

System 1, 4Reciprocal lattice

)(;

)(;

)(***

bacbac

acbacb

cbacba

**** clbkahGhkl

*

*

2 hkl

hkl

Gkk

GSS

Diffraction condition

System 2, 3, 5, 6Reciprocal lattice

)(2;

)(2;

)(2 ***

bacbac

acbacb

cbacba

**** clbkahGhkl

*

*2

hkl

hkl

Gkk

GSS

Diffraction condition

Recommended