It is possible to define convolutions in arbitrary (separable) Hilbert spaces!
More specifically, let be a separable Hilbert space, and denote by
and
two collections of elements of parametrised by a discrete set
.
Assume that the system is a Riesz basis of the space
and that the system
is biorthogonal to
in
, i.e. we have the property that
where is the Kronecker delta, equal to 1 for
, and to 0 otherwise.
Typically collections
and
arise as systems of eigenfunctions of some compact operator
in
. Namely, then
are the eigenfunctions of
and
are the eigenfunctions of its adjoint
Naturally, if
is self-adjoint we have
Then we can define – and
-convolutions in the following form:
and
for appropriate elements .
Then these convolutions have a number of natural properties:
- the naturally defined Fourier transforms in
map these convolutions to the product of Fourier transforms. For example, defining
, we have
Moreover, conversely, if a bilinear mappingsatisfies
, it must be given by the
-convolution;
- Although the bases
and
do not have to be orthogonal, there is a Hilbert space
such that we have the Plancherel identity
- There are general families of spaces
, on the Fourier transform side giving rise to further Fourier analysis in
. Namely, these spaces satisfy analogues of the usual duality and interpolation relations, as well as the Hausdorff-Young inequalities with the corresponding family of subspaces of
.
- The developed biorthogonal Fourier analysis can be embedded in an appropriate theory of distributions realised in suitable rigged Hilbert spaces
and
, with
and
associated to a fixed spectral set
satisfying certain natural properties. These triples allow one to extend the notions of
– and
-convolutions and
— and
–Fourier transforms beyond the Hilbert space
These constructions are outlined in the subscription (sorry for this, need to put it on arxiv) paper
Kanguzhin B., Ruzhansky M., Tokmagambetov N.
, On convolutions in Hilbert spaces, Funct. Anal. Appl., 51 (2017), 221-224. link (eng) link (rus)
but more details can be freely seen in
Ruzhansky M., Tokmagambetov N.
, Convolution, Fourier analysis, and distributions generated by Riesz bases, download from arxiv
For example, consider the operator on the interval (0, 1) given by
equipped with boundary condition
for some
.
The spectral properties of this
have been thoroughly investigated by e.g. Titchmarsh and Cartwright:
In particular, it is easy to check that the collections
and
are the systems of eigenfunctions of and
, respectively, and form Riesz bases in
In this case the abstract definition above of e.g. -convolution above yields the concrete expression
If this gives the usual convolution on the torus
which can be viewed as (0,1) with periodic boundary conditions.