Fundamental Solution
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mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, a fundamental solution for a linear partial differential operator is a formulation in the language of distribution theory of the older idea of a Green's function (although unlike Green's functions, fundamental solutions do not address boundary conditions). In terms of the Dirac delta "function" , a fundamental solution is a solution of the inhomogeneous equation Here is ''a priori'' only assumed to be a distribution. This concept has long been utilized for the
Laplacian In mathematics, the Laplace operator or Laplacian is a differential operator given by the divergence of the gradient of a scalar function on Euclidean space. It is usually denoted by the symbols \nabla\cdot\nabla, \nabla^2 (where \nabla is th ...
in two and three dimensions. It was investigated for all dimensions for the Laplacian by Marcel Riesz. The existence of a fundamental solution for any operator with constant coefficients — the most important case, directly linked to the possibility of using
convolution In mathematics (in particular, functional analysis), convolution is a operation (mathematics), mathematical operation on two function (mathematics), functions f and g that produces a third function f*g, as the integral of the product of the two ...
to solve an arbitrary right hand side — was shown by Bernard Malgrange and Leon Ehrenpreis, and a proof is available in Joel Smoller (1994). In the context of
functional analysis Functional analysis is a branch of mathematical analysis, the core of which is formed by the study of vector spaces endowed with some kind of limit-related structure (for example, Inner product space#Definition, inner product, Norm (mathematics ...
, fundamental solutions are usually developed via the Fredholm alternative and explored in Fredholm theory.


Example

Consider the following differential equation with L = \frac . The fundamental solutions can be obtained by solving , explicitly, \frac F(x) = \delta(x) \,. Since for the unit step function (also known as the Heaviside function) we have \frac H(x) = \delta(x) \,, there is a solution \frac F(x) = H(x) + C \,. Here is an arbitrary constant introduced by the integration. For convenience, set . After integrating \frac and choosing the new integration constant as zero, one has F(x) = x H(x) - \fracx = \frac , x, ~.


Motivation

Once the fundamental solution is found, it is straightforward to find a solution of the original equation, through
convolution In mathematics (in particular, functional analysis), convolution is a operation (mathematics), mathematical operation on two function (mathematics), functions f and g that produces a third function f*g, as the integral of the product of the two ...
of the fundamental solution and the desired right hand side. Fundamental solutions also play an important role in the numerical solution of partial differential equations by the boundary element method.


Application to the example

Consider the operator and the differential equation mentioned in the example, \frac f(x) = \sin(x) \,. We can find the solution f(x) of the original equation by
convolution In mathematics (in particular, functional analysis), convolution is a operation (mathematics), mathematical operation on two function (mathematics), functions f and g that produces a third function f*g, as the integral of the product of the two ...
(denoted by an asterisk) of the right-hand side \sin(x) with the fundamental solution F(x) = \frac, x, : f(x) = (F * \sin)(x) := \int_^ \frac, x - y, \sin(y) \, dy \,. This shows that some care must be taken when working with functions which do not have enough regularity (e.g. compact support, ''L''1 integrability) since, we know that the desired solution is , while the above integral diverges for all . The two expressions for are, however, equal as distributions.


An example that more clearly works

\frac f(x) = I(x) \,, where is the characteristic (indicator) function of the unit interval . In that case, it can be verified that the convolution of with is (I * F)(x) = \begin \fracx^2-\fracx+\frac, & 0 \le x \le 1 \\ , \fracx-\frac, , & \text \end which is a solution, i.e., has second derivative equal to .


Proof that the convolution is a solution

Denote the
convolution In mathematics (in particular, functional analysis), convolution is a operation (mathematics), mathematical operation on two function (mathematics), functions f and g that produces a third function f*g, as the integral of the product of the two ...
of functions and as . Say we are trying to find the solution of . We want to prove that is a solution of the previous equation, i.e. we want to prove that . When applying the differential operator with constant coefficients, , to the convolution, it is known that L(F*g) = (LF)*g \,, provided has constant coefficients. If is the fundamental solution, the right side of the equation reduces to \delta * g~. But since the delta function is an
identity element In mathematics, an identity element or neutral element of a binary operation is an element that leaves unchanged every element when the operation is applied. For example, 0 is an identity element of the addition of real numbers. This concept is use ...
for convolution, this is simply . Summing up, L(F*g) = (LF)*g = \delta(x)*g(x) = \int_^ \delta (x-y) g(y) \, dy = g(x) \,. Therefore, if is the fundamental solution, the convolution is one solution of . This does not mean that it is the only solution. Several solutions for different initial conditions can be found.


Fundamental solutions for some partial differential equations

The following can be obtained by means of Fourier transform:


Laplace equation

For the Laplace equation, \Delta\Phi(\mathbf,\mathbf') = \delta(\mathbf-\mathbf') the fundamental solutions in two and three dimensions, respectively, are \Phi_\textrm(\mathbf,\mathbf') = -\frac\ln, \mathbf-\mathbf', ,\qquad \Phi_\textrm(\mathbf,\mathbf') = \frac ~.


Screened Poisson equation

For the screened Poisson equation, \Delta+k^2\Phi(\mathbf,\mathbf') = \delta(\mathbf-\mathbf'), \quad k \in \R, the fundamental solutions are \Phi_\textrm(\mathbf,\mathbf') = \fracK_0(k, \mathbf-\mathbf', ),\qquad \Phi_\textrm(\mathbf,\mathbf') = \frac, where K_0 is a
modified Bessel function Bessel functions, named after Friedrich Bessel who was the first to systematically study them in 1824, are canonical solutions of Bessel's differential equation x^2 \frac + x \frac + \left(x^2 - \alpha^2 \right)y = 0 for an arbitrary complex ...
of the second kind. In higher dimensions the fundamental solution of the screened Poisson equation is given by the Bessel potential.


Biharmonic equation

For the
Biharmonic equation In mathematics, the biharmonic equation is a fourth-order partial differential equation which arises in areas of continuum mechanics, including linear elasticity theory and the solution of Stokes flows. Specifically, it is used in the modeling of t ...
, \Delta^2\Phi(\mathbf,\mathbf') = \delta(\mathbf-\mathbf') the biharmonic equation has the fundamental solutions \Phi_\textrm(\mathbf,\mathbf') = -\frac\ln, \mathbf-\mathbf', ,\qquad \Phi_\textrm(\mathbf,\mathbf') = \frac ~.


Signal processing

In
signal processing Signal processing is an electrical engineering subfield that focuses on analyzing, modifying and synthesizing ''signals'', such as audio signal processing, sound, image processing, images, Scalar potential, potential fields, Seismic tomograph ...
, the analog of the fundamental solution of a differential equation is called the impulse response of a filter.


See also

* Green's function * Impulse response * Parametrix


References

* * For adjustment to Green's function on the boundary se
Shijue Wu notes
{{DEFAULTSORT:Fundamental Solution Partial differential equations Generalized functions Schwartz distributions Fredholm theory