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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, especially
functional analysis Functional analysis is a branch of mathematical analysis, the core of which is formed by the study of vector spaces endowed with some kind of limit-related structure (for example, Inner product space#Definition, inner product, Norm (mathematics ...
, Bessel's inequality is a statement about the coefficients of an element x in a
Hilbert space In mathematics, a Hilbert space is a real number, real or complex number, complex inner product space that is also a complete metric space with respect to the metric induced by the inner product. It generalizes the notion of Euclidean space. The ...
with respect to an
orthonormal In linear algebra, two vectors in an inner product space are orthonormal if they are orthogonal unit vectors. A unit vector means that the vector has a length of 1, which is also known as normalized. Orthogonal means that the vectors are all perpe ...
sequence In mathematics, a sequence is an enumerated collection of objects in which repetitions are allowed and order matters. Like a set, it contains members (also called ''elements'', or ''terms''). The number of elements (possibly infinite) is cal ...
. The inequality was derived by F.W. Bessel in 1828.


Countable orthonormal sequence in a Hilbert space

Let H be a Hilbert space, and suppose that e_1, e_2, ... is an orthonormal sequence in H. Then, for any x in H one has :\sum_^\left\vert\left\langle x,e_k\right\rangle \right\vert^2 \le \left\Vert x\right\Vert^2, where ⟨·,·⟩ denotes the
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, ofte ...
in the Hilbert space H. If we define the infinite sum :x' = \sum_^\left\langle x,e_k\right\rangle e_k, consisting of the "infinite sum" of the
vector resolute The vector projection (also known as the vector component or vector resolution) of a vector on (or onto) a nonzero vector is the orthogonal projection of onto a straight line parallel to . The projection of onto is often written as \operato ...
x in the directions e_k, Bessel's
inequality Inequality may refer to: * Inequality (mathematics), a relation between two quantities when they are different. * Economic inequality, difference in economic well-being between population groups ** Income inequality, an unequal distribution of i ...
tells us that this
series Series may refer to: People with the name * Caroline Series (born 1951), English mathematician, daughter of George Series * George Series (1920–1995), English physicist Arts, entertainment, and media Music * Series, the ordered sets used i ...
converges. One can think of it that there exists x' \in H that can be described in terms of potential basis e_1, e_2, \dots. For a complete orthonormal sequence (that is, for an orthonormal sequence that is a basis), we have
Parseval's identity 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. The identity asserts the equality of the energy of a periodic signal (given as the ...
, which replaces the inequality with an equality (and consequently x' with x). Bessel's inequality follows from the identity :\begin 0 \leq \left\, x - \sum_^n \langle x, e_k \rangle e_k\right\, ^2 &= \, x\, ^2 - 2 \sum_^n \operatorname \langle x, \langle x, e_k \rangle e_k \rangle + \sum_^n , \langle x, e_k \rangle , ^2 \\ &= \, x\, ^2 - 2 \sum_^n , \langle x, e_k \rangle , ^2 + \sum_^n , \langle x, e_k \rangle , ^2 \\ &= \, x\, ^2 - \sum_^n , \langle x, e_k \rangle , ^2, \end which holds for any natural ''n''.


Fourier series

In the theory of
Fourier series A Fourier series () is an Series expansion, expansion of a periodic function into a sum of trigonometric functions. The Fourier series is an example of a trigonometric series. By expressing a function as a sum of sines and cosines, many problems ...
, in the particular case of the Fourier orthonormal system, we get if f \colon \mathbb \to \mathbb has period T, : \sum_ \left\vert \int_0^T e^ f (t) \,\mathrmt\right\vert^2 \le T \int_0^T \vert f (t)\vert^2 \,\mathrmt. In the particular case where f \colon \mathbb \to \mathbb , one has then : \left\vert \int_0^T f (t) \,\mathrmt\right\vert^2 + 2 \sum_^\infty \left\vert \int_0^T \cos (2 \pi k t/T) f (t) \,\mathrmt\right\vert^2 + 2 \sum_^\infty \left\vert \int_0^T \sin (2 \pi k t/T) f (t) \,\mathrmt\right\vert^2 \le T \int_0^T \vert f (t)\vert^2 \,\mathrmt.


Non countable case

More generally, if H is a pre-Hilbert space and (e_\alpha)_ is an orthonormal system, then for every x \in H : \sum_ , \langle x, e_\alpha \rangle , ^2 \le \lVert x \rVert^2 This is proved by noting that if F \subseteq A is finite, then : \sum_ , \langle x, e_\alpha \rangle , ^2 \le \lVert x \rVert^2 and then by definition of
infinite sum In mathematics, a series is, roughly speaking, an addition of infinitely many terms, one after the other. The study of series is a major part of calculus and its generalization, mathematical analysis. Series are used in most areas of mathemati ...
: \sum_ , \langle x, e_\alpha \rangle , ^2 = \sup \Bigl\ \le \lVert x \rVert^2.


See also

*
Cauchy–Schwarz inequality The Cauchy–Schwarz inequality (also called Cauchy–Bunyakovsky–Schwarz inequality) is an upper bound on the absolute value of the inner product between two vectors in an inner product space in terms of the product of the vector norms. It is ...
*
Parseval's theorem In mathematics, Parseval's theorem usually refers to the result that the Fourier transform is unitary; loosely, that the sum (or integral) of the square of a function is equal to the sum (or integral) of the square of its transform. It originates ...


References


External links

*
Bessel's Inequality
the article on Bessel's Inequality on MathWorld. {{Hilbert space Hilbert spaces Inequalities (mathematics)