Parseval's identity
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mathematical analysis Analysis is the branch of mathematics dealing with continuous functions, limits, and related theories, such as differentiation, integration, measure, infinite sequences, series, and analytic functions. These theories are usually studied ...
, Parseval's identity, named after
Marc-Antoine Parseval Marc-Antoine Parseval des Chênes (27 April 1755 – 16 August 1836) was a French mathematician, most famous for what is now known as Parseval's theorem, which presaged the unitarity of the Fourier transform. He was born in Rosières-aux-Sali ...
, is a fundamental result on the
summability In mathematics, a divergent series is an infinite series that is not convergent, meaning that the infinite sequence of the partial sums of the series does not have a finite limit. If a series converges, the individual terms of the series must ...
of the
Fourier series A Fourier series () is a summation of harmonically related sinusoidal functions, also known as components or harmonics. The result of the summation is a periodic function whose functional form is determined by the choices of cycle length (or '' ...
of a function. Geometrically, it is a generalized
Pythagorean theorem In mathematics, the Pythagorean theorem or Pythagoras' theorem is a fundamental relation in Euclidean geometry between the three sides of a right triangle. It states that the area of the square whose side is the hypotenuse (the side opposit ...
for
inner-product space In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, often ...
s (which can have an uncountable infinity of basis vectors). Informally, the identity asserts that the
sum of squares In mathematics, statistics and elsewhere, sums of squares occur in a number of contexts: Statistics * For partitioning of variance, see Partition of sums of squares * For the "sum of squared deviations", see Least squares * For the "sum of square ...
of the Fourier coefficients of a function is equal to the integral of the square of the function, \Vert f \Vert^2_= \int_^\pi , f(x), ^2 \, dx=2\pi\sum_^\infty , c_n, ^2 where the Fourier coefficients c_n of f are given by c_n = \frac \int_^ f(x) e^ \, dx. More formally, the result holds as stated provided f is a
square-integrable function In mathematics, a square-integrable function, also called a quadratically integrable function or L^2 function or square-summable function, is a real- or complex-valued measurable function for which the integral of the square of the absolute value ...
or, more generally, in
Lp space In mathematics, the spaces are function spaces defined using a natural generalization of the -norm for finite-dimensional vector spaces. They are sometimes called Lebesgue spaces, named after Henri Lebesgue , although according to the Bourb ...
L^2 \pi, \pi A similar result is the
Plancherel theorem In mathematics, the Plancherel theorem (sometimes called the Parseval–Plancherel identity) is a result in harmonic analysis, proven by Michel Plancherel in 1910. It states that the integral of a function's squared modulus is equal to the integ ...
, which asserts that the integral of the square of the
Fourier transform A Fourier transform (FT) is a mathematical transform that decomposes functions into frequency components, which are represented by the output of the transform as a function of frequency. Most commonly functions of time or space are transformed ...
of a function is equal to the integral of the square of the function itself. In one-dimension, for f \in L^2(\R), \int_^\infty , \hat(\xi), ^2\,d\xi = \int_^\infty , f(x), ^2\, dx. Another similar result is the Hesham identity which gives the integral of the fourth power of the function f \in L^4 \pi, \pi/math> in terms of its Fourier coefficients given f has a finite-length discrete Fourier transform with M number of coefficients c \in \C. \Vert f \Vert^4_= \int_^\pi , f(x), ^4 \, dx=2\pi\sum_^ c_k \sum_^ c_l^* \Bigg \underset c_m^* c_ + \underset c_^* c_m \Bigg/math> if c \in \R the identity is simplified to \Vert f \Vert^4_= \int_^\pi , f(x), ^4 \, dx=2\pi\sum_^ c_k \sum_^ c_l \sum_^ c_m c_


Generalization of the Pythagorean theorem

The
identity Identity may refer to: * Identity document * Identity (philosophy) * Identity (social science) * Identity (mathematics) Arts and entertainment Film and television * ''Identity'' (1987 film), an Iranian film * ''Identity'' (2003 film), an ...
is related to the
Pythagorean theorem In mathematics, the Pythagorean theorem or Pythagoras' theorem is a fundamental relation in Euclidean geometry between the three sides of a right triangle. It states that the area of the square whose side is the hypotenuse (the side opposit ...
in the more general setting of a separable
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
as follows. Suppose that H is a Hilbert space with
inner product In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, often ...
\langle \,\cdot\,, \,\cdot\, \rangle. Let \left(e_n\right) be an
orthonormal basis In mathematics, particularly linear algebra, an orthonormal basis for an inner product space ''V'' with finite dimension is a basis for V whose vectors are orthonormal, that is, they are all unit vectors and orthogonal to each other. For examp ...
of H; i.e., the
linear span In mathematics, the linear span (also called the linear hull or just span) of a set of vectors (from a vector space), denoted , pp. 29-30, §§ 2.5, 2.8 is defined as the set of all linear combinations of the vectors in . It can be characterized ...
of the e_n is
dense Density (volumetric mass density or specific mass) is the substance's mass per unit of volume. The symbol most often used for density is ''ρ'' (the lower case Greek letter rho), although the Latin letter ''D'' can also be used. Mathematically ...
in H, and the e_n are mutually orthonormal: :\langle e_m, e_n\rangle = \begin 1 & \mbox~ m = n \\ 0 & \mbox~ m \neq n. \end Then Parseval's identity asserts that for every x \in H, \sum_n \left, \left\langle x, e_n \right\rangle\^2 = \, x\, ^2. This is directly analogous to the
Pythagorean theorem In mathematics, the Pythagorean theorem or Pythagoras' theorem is a fundamental relation in Euclidean geometry between the three sides of a right triangle. It states that the area of the square whose side is the hypotenuse (the side opposit ...
, 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 H be the Hilbert space L^2 \pi, \pi and setting e_n = e^ for n \in \Z. More generally, Parseval's identity holds in any
inner product space In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, often ...
, not just separable Hilbert spaces. Thus suppose that H is an inner-product space. Let B be an
orthonormal basis In mathematics, particularly linear algebra, an orthonormal basis for an inner product space ''V'' with finite dimension is a basis for V whose vectors are orthonormal, that is, they are all unit vectors and orthogonal to each other. For examp ...
of H; that is, an orthonormal set which is in the sense that the linear span of B is dense in H. Then \, x\, ^2 = \langle x,x\rangle = \sum_\left, \langle x, v\rangle\^2. The assumption that B is total is necessary for the validity of the identity. If B is not total, then the equality in Parseval's identity must be replaced by \, \geq, yielding
Bessel's inequality In mathematics, especially functional analysis, Bessel's inequality is a statement about the coefficients of an element x in a Hilbert space with respect to an orthonormal sequence. The inequality was derived by F.W. Bessel in 1828. Let H be a Hi ...
. This general form of Parseval's identity can be proved using the
Riesz–Fischer theorem In mathematics, the Riesz–Fischer theorem in real analysis is any of a number of closely related results concerning the properties of the space ''L''2 of square integrable functions. The theorem was proven independently in 1907 by Frigyes Rie ...
.


See also

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References

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{{Hilbert space Fourier series Theorems in functional analysis