Fourier Analysis  

Fourier Series / Components of a Function
$ 1-dimensional: For f : [–L, L] → C,

f(x) = (2L)–1/2 k = –infty+infty fk exp{ikx/L},   with   fk:= (2L)–1/2 –LL dx f(x) exp{–ikx/L} .

$ n-dimensional: For f : TnC, 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{2i 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)(xx0) = (2)n –infty+infty dk exp{i k · (xx0)} ;

For other common functions,

R^3 d3x exp{–i k · x} r–1 = 4/k2 ,   R^3 d3k exp{i k · x} k–2 = 22/r ;

For a Gaussian f(x) = N exp{–x2/22}, the Fourier transform f ~(k) = N' exp{–k22/2} [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{2i 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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