Schwartz space explained
In mathematics, Schwartz space
is the function space of all functions whose derivatives of all orders 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 -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.
\boldsymbol{x}\boldsymbol{\alpha}:=
\ldots
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 .
Examples of functions in the Schwartz space
is a multi-index, and
a is a positive
real number, then .
with compact support is in . This is clear since any derivative of
is
continuous and supported in the support of, so
(\boldsymbol{x}\boldsymbol{\alpha}\boldsymbol{D}\boldsymbol{\alpha})f
has a maximum in
by the
extreme value theorem.
- Because the Schwartz space is a vector space, any polynomial
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 into a Schwartz space.
Properties
Analytic properties
is also closed under
pointwise multiplication: implies . In particular, this implies that
is an
-algebra. More generally, if
and
is a bounded smooth function with bounded derivatives of all orders, then .
then
is
Lipschitz continuous and hence
uniformly continuous on .
is a
distinguished locally convex Fréchet Schwartz TVS over the
complex numbers.
and its
strong dual space are also:
- complete Hausdorff locally convex spaces,
- nuclear Montel spaces,
- ultrabornological spaces,
- reflexive barrelled Mackey spaces.
Relation of Schwartz spaces with other topological vector spaces
is a
dense subset of .
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 .