Are you an EPFL student looking for a semester project?
Work with us on data science and visualisation projects, and deploy your project as an app on top of GraphSearch.
Concept
Parseval's identity
Summary
In mathematical analysis, Parseval's identity, named after Marc-Antoine Parseval, is a fundamental result on the summability of the Fourier series of a function. Geometrically, it is a generalized Pythagorean theorem for inner-product spaces (which can have an uncountable infinity of basis vectors).
Informally, the identity asserts that the sum of squares of the Fourier coefficients of a function is equal to the integral of the square of the function,
where the Fourier coefficients of are given by
More formally, the result holds as stated provided is a square-integrable function or, more generally, in Lp space A similar result is the Plancherel theorem, which asserts that the integral of the square of the Fourier transform of a function is equal to the integral of the square of the function itself. In one-dimension, for
Another similar identity is a one which gives the integral of the fourth power of the function in terms of its Fourier coefficients given has a finite-length discrete Fourier transform with number of coefficients .
if the identity is simplified to
The identity is related to the Pythagorean theorem in the more general setting of a separable Hilbert space as follows. Suppose that is a Hilbert space with inner product Let be an orthonormal basis of ; i.e., the linear span of the is dense in and the are mutually orthonormal:
Then Parseval's identity asserts that for every
This is directly analogous to the Pythagorean theorem, which asserts that the sum of the squares of the components of a vector in an orthonormal basis is equal to the squared length of the vector. One can recover the Fourier series version of Parseval's identity by letting be the Hilbert space and setting for
More generally, Parseval's identity holds in any inner product space, not just separable Hilbert spaces. Thus suppose that is an inner-product space. Let be an orthonormal basis of ; that is, an orthonormal set which is in the sense that the linear span of is dense in Then
The assumption that is total is necessary for the validity of the identity.
Official source
About this result
This page is automatically generated and may contain information that is not correct, complete, up-to-date, or relevant to your search query. The same applies to every other page on this website. Please make sure to verify the information with EPFL's official sources.