Fourier Series / Components of a Function
$ 1-dimensional: For f :
[–L, L] → C,
f(x) = (2L)–1/2
k =
–infty+infty fk
exp{i
kx/L}, with fk:=
(2L)–1/2
–LL dx f(x)
exp{–i
kx/L}
.
$ n-dimensional:
For f :
Tn → C, i.e.,
i
[0,
2
],
obtained replacing
x/L by
in
the 1D case,
f(
)
=
k in
Z^n fk exp{i k ·
}, with fk:=
(2
)–n
T^n dn
f(
)
exp{–i
k ·
}
.
* Wiener's theorem: If f(t)
=
n=–inftyinfty cn
exp{2
i tn} is a
non-zero absolutely convergent (Fourier) series on [0,1], then
1/f(t)
can be represented as an absolutely convergent Fourier series
on this interval.
Fourier Transform of a Function > s.a. Convolution;
Gel'fand Transform; Wavelets [alternative].
* Idea: A map f
(f)
= f ~ that gives the frequency distribution
in f; If f is
in L2(Rn),
then so is f ~.
$ Def: The Fourier transform of f and its inverse Fourier transform
are, respectively,
f ~(k):= (2
)–n/2
R^n dnx f(x)
exp{–i k · x}, and f(x) = (2
)–n/2
R^n dnk f ~(k) exp{i k · x}.
* Examples: For the Dirac delta function,
(n)(x–x0)
= (2
)–n
–infty+infty
dk exp{i k · (x–x0)}
;
For other common functions,
R^3 d3x exp{–i k · x} r–1 =
4
/k2 ,
R^3 d3k exp{i k · x} k–2 =
2
2/r ;
For a Gaussian f(x) = N exp{–x2/2
2},
the Fourier transform f ~(k)
= N' exp{–k2
2/2}
[the proof for
= 1 is
that the function f(x) = N exp{–x2/2}
is the general solution of the ode x f(x) + f '(x)
= 0, and the Fourier transform of that ode is the same equation – see Rudin].
* Properties: The Fourier
transform of a product of two functions is the convolution of their Fourier
transforms.
* Numerical calculation: For routines, see IMSL library or CERN library;
Defined by
yj = N–1/2
k xk
exp{2
i
jk/N}, k =
0, ..., N–1 , j = 0, ..., N .
* Analytic extensions: If F(z)
is the analytic extension of f(x), then f(x +
i y) is in
L2(R,dx) for some y > 0
iff f ~(k) vanishes for k < 0,
and in that case f ~(k,y)
= exp{–ky} f ~(k).
@ General: Oberhettinger 73, 73 [tables]; Brigham 74; James 02 [II]; Bracewell
03 [and applications].
@ Special topics: Kempf JMP(00)gq/99 [finite
bandwidth & rapid variation]; Wurm et al JMP(03)
[of Lorentz-invariant functions]; Ozaktas et al 01 [fractional]; McCallum &
Horikis JPA(06) [self-Fourier functions].
Related Concepts and Results
$ Parseval's relation/theorem:
If F(k) and G(k)
are the Fourier transforms
of f(x) and g(x), respectively, then
dx f(x) g*(x)
=
dk F(k) G*(k)
.
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Send feedback and suggestions to bombelli at olemiss.edu – Modified
22 may 2008