Schwartz space explained
In mathematics, Schwartz space
is the function space of all functions whose derivatives are rapidly decreasing. This space has the important property that the Fourier transform is an automorphism on this space. This property enables one, by duality, to define the Fourier transform for elements in the dual space
of
, that is, for tempered distributions. A function in the Schwartz space is sometimes called a Schwartz function
.Schwartz space is named after French mathematician Laurent Schwartz.
Definition
Let
be the
set of non-negative
integers, and for any
, let
Nn:=\underbrace{N x ... x N
}_ be the
n-fold
Cartesian product.
The Schwartz space or space of rapidly decreasing functions on
is the function space
where
is the function space of
smooth functions from
into
, and
Here,
denotes the
supremum, and we used
multi-index notation, i.e.
and
.
To put common language to this definition, one could consider a rapidly decreasing function as essentially a function such that,,, ... all exist everywhere on and go to zero as faster than any reciprocal power of . In particular, is a subspace of the function space of smooth functions from into .
Examples of functions in the Schwartz space
is a multi-index, and
a is a positive
real number, then
\boldsymbol{x}\boldsymbol{\alpha}
\inl{S}(Rn).
- Any smooth function f with compact support is in S(Rn). This is clear since any derivative of f is continuous and supported in the support of f, so (
\boldsymbol{x}\boldsymbol{\alpha}\boldsymbol{D}\boldsymbol{\alpha})f
has a maximum in
Rn by the
extreme value theorem.
- Because the Schwartz space is a vector space, any polynomial
\phi(\boldsymbol{x}\boldsymbol{\alpha})
can be multiplied by a factor
for
a real constant, to give an element of the Schwartz space. In particular, there is an embedding of polynomials inside a Schwartz space.
Properties
Analytic properties
If then the product .In particular, this implies that is an -algebra. More generally, if and is a bounded smooth function with bounded derivatives of all orders, then .
- complete Hausdorff locally convex spaces,
- nuclear Montel spaces,
It is known that in the dual space of any Montel space, a sequence converges in the strong dual topology if and only if it converges in the weak* topology,
- Ultrabornological spaces,
- reflexive barrelled Mackey spaces.
Relation of Schwartz spaces with other topological vector spaces
See also
References
Sources
- Book: Hörmander, L. . Lars Hörmander . The Analysis of Linear Partial Differential Operators I, (Distribution theory and Fourier Analysis) . 2nd . Berlin . Springer-Verlag . 1990 . 3-540-52343-X .
- Book: Reed, M. . B. . Simon . Methods of Modern Mathematical Physics: Functional Analysis I . Revised and enlarged . Academic Press . San Diego . 1980 . 0-12-585050-6 .
- Book: Stein, Elias M. . Rami . Shakarchi . Fourier Analysis: An Introduction (Princeton Lectures in Analysis I) . Princeton . Princeton University Press . 2003 . 0-691-11384-X .