Hilbert–Schmidt integral operator explained
In mathematics, a Hilbert–Schmidt integral operator is a type of integral transform. Specifically, given a domain in -dimensional Euclidean space, then the square-integrable function belonging to such that
\int\Omega\int\Omega|k(x,y)|2dxdy<infty,
is called a
Hilbert–Schmidt kernel and the associated integral operator given by
(Tf)(x)=\int\Omegak(x,y)f(y)dy, f\inL2(\Omega),
is called a
Hilbert–Schmidt integral operator.Then is a
Hilbert–Schmidt operator with Hilbert–Schmidt norm
Hilbert–Schmidt integral operators are both continuous and compact.
The concept of a Hilbert–Schmidt operator may be extended to any locally compact Hausdorff spaces. Specifically, let be a separable Hilbert space and a locally compact Hausdorff space equipped with a positive Borel measure. The initial condition on the kernel on can be reinterpreted as demanding belong to . Then the operator
(Tf)(x)=\intXk(x,y)f(y)dy,
is
compact. If
k(x,y)=\overline{k(y,x)},
then is also
self-adjoint and so the
spectral theorem applies. This is one of the fundamental constructions of such operators, which often reduces problems about infinite-dimensional vector spaces to questions about well-understood finite-dimensional eigenspaces.
See also
References
- Book: Renardy, Michael . Rogers . Robert C. . An Introduction to Partial Differential Equations . Springer Science & Business Media . New York Berlin Heidelberg . 2004-01-08 . 0-387-00444-0.
- Book: Bump, Daniel . Automorphic Forms and Representations . Cambridge University Press . 1998 . 0-521-65818-7.
- Web site: Simon . B. . An Overview of Rigorous Scattering Theory . 1978 .