Harmonic analysis is the study of certain abstractions of Fourier series and transformations, that is the study of the representations of periodic functions as sums of basis functions.
This page will collect definitions, theorems and references that are scattered and heterogeneous throughout the literature.
The main reference for this page is the classic textbook of Katznelson, see references.
In one dimension we define the torus , and define nth Fourier coefficient of a function , that is
as
The Fourier series of is defined to be
With additional assumptions about the differentiability of a function it is possible to prove asymptotic properties of the Fourier coefficients:
For a function that is k-times differentiable with absolutely continuous, we have
This is theorem 4.4 in Katznelson.
It shows that the Fourier coefficients decay faster than any polynomial for smooth functions. In the context of spectral methods it is sometimes stated that expansion coefficients have exponential decay, this fact is commonly called exponentially convergence or spectral accuracy. One should be careful however, because this claim is true for the Fourier coefficients of analytic functions, but not for functions that are only smooth.