Mathematical Methods for Physics and Engineering : A Comprehensive Guide

(Darren Dugan) #1

INTEGRAL TRANSFORMS


Prove the Wiener–Kinchin theorem,
̃C(k)=


2 π[ ̃f(k)]∗ ̃g(k). (13.42)

Following a method similar to that for the convolution offandg, let us consider the
Fourier transform of (13.40):


C ̃(k)=√^1
2 π

∫∞


−∞

dz e−ikz

{∫∞


−∞

f∗(x)g(x+z)dx

}


=


1



2 π

∫∞


−∞

dx f∗(x)

{∫∞


−∞

g(x+z)e−ikzdz

}


.


Making the substitutionu=x+zinthesecondintegralweobtain


C ̃(k)=√^1
2 π

∫∞


−∞

dx f∗(x)

{∫∞


−∞

g(u)e−ik(u−x)du

}


=


1



2 π

∫∞


−∞

f∗(x)eikxdx

∫∞


−∞

g(u)e−ikudu

=


1



2 π

×



2 π[ ̃f(k)]∗×


2 π ̃g(k)=


2 π[ ̃f(k)]∗ ̃g(k).

Thus the Fourier transform of the cross-correlation offandgis equal to

the product of [ ̃f(k)]∗and ̃g(k) multiplied by



2 π. This a statement of the

Wiener–Kinchin theorem. Similarly we can derive the converse theorem


F

[
f∗(x)g(x)

]
=

1

2 π

̃f⊗ ̃g.

If we now consider the special case wheregis taken to be equal tofin (13.40)


then, writing the LHS asa(z), we have


a(z)=

∫∞

−∞

f∗(x)f(x+z)dx; (13.43)

this is called theauto-correlation functionoff(x). Using the Wiener–Kinchin


theorem (13.42) we see that


a(z)=

1

2 π

∫∞

−∞

̃a(k)eikzdk

=

1

2 π

∫∞

−∞


2 π[ ̃f(k)]∗ ̃f(k)eikzdk,

so thata(z) is the inverse Fourier transform of



2 π| ̃f(k)|^2 , which is in turn called

theenergy spectrumoff.


13.1.9 Parseval’s theorem

Using the results of the previous section we can immediately obtainParseval’s


theorem. The most general form of this (also called themultiplication theorem)is

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