Nonlocal operator
Class of operator mapping
In mathematics, a nonlocal operator is a mapping that maps a space of functions on a topological space to another space of functions on some domain in such a way that the value of the function output at a given point cannot be determined solely from the values of the input function in an arbitrary neighbourhood of any point. An example of a nonlocal operator is the Fourier transform.
01Formal definition
Let be a topological space,
a set,
a function space containing functions with domain
, and
a function space containing functions with domain
. Two functions
and
in
are called equivalent at
if there exists a neighbourhood
of
such that
for all
. An operator
is said to be local if for every
there exists an
such that
for all functions
and
in
which are equivalent at
. A nonlocal operator is an operator which is not local.
For a local operator it is possible (in principle) to compute the value using only knowledge of the values of
in an arbitrarily small neighbourhood of a point
. For a nonlocal operator this is not possible.
02Examples
Differential operators are examples of local operators. A large class of (linear) nonlocal operators is given by the integral transforms, such as the Fourier transform and the Laplace transform. For an integral transform of the form
where is some kernel function, it is necessary to know the values of
almost everywhere on the support of
in order to compute the value of
at
.
An example of a singular integral operator is the fractional Laplacian
The prefactor involves the Gamma function and serves as a normalizing factor. The fractional Laplacian plays a role in, for example, the study of nonlocal minimal surfaces.
03Applications
Some examples of applications of nonlocal operators are:
- Time series analysis using Fourier transformations
- Analysis of dynamical systems using Laplace transformations
- Image denoising using non-local means
- Modelling Gaussian blur or motion blur in images using convolution with a blurring kernel or point spread function
Sources and credits
This article is adapted from the Wikipedia article “Nonlocal operator”, written by its contributors and licensed under CC BY-SA 4.0. Fathomly has changed the layout, removed citation markers, navigation and maintenance notices, and adjusted punctuation. This adapted version is shared under the same license. For references, see the original article.
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