Green's Function
Generally speaking, a Green's function is an integral kernel that can be used to solve differential equations from a large number of families including simpler examples such as ordinary differential equations with initial or boundary value conditions, as well as more difficult examples such as inhomogeneous partial differential equations (PDE) with boundary conditions. Important for a number of reasons, Green's functions allow for visual interpretations of the actions associated to a source of force or to a charge concentrated at a point (Qin 2014), thus making them particularly useful in areas of applied mathematics. In particular, Green's function methods are widely used in, e.g., physics, and engineering.
More precisely, given a linear differential operator
acting on the collection of distributions over a subset
of some Euclidean
space
, a Green's function
at the
point
corresponding
to
is any solution of
|
(1)
|
where
denotes the delta
function. The motivation for defining such a function is widespread, but by multiplying
the above identity by a function
and integrating
with respect to
yields
|
(2)
|
The right-hand side reduces merely to
due to properties
of the delta function, and because
is a linear operator
acting only on
and not on
, the left-hand
side can be rewritten as
|
(3)
|
This reduction is particularly useful when solving for
in differential
equations of the form
|
(4)
|
where the above arithmetic confirms that
|
(5)
|
and whereby it follows that
has the specific
integral form
|
(6)
|
The figure above illustrates both the intuitive physical interpretation of a Green's function as well as a relatively simple associated differential equation with which
to compare the above definition (Hartmann 2013). In particular, it shows a taut rope
of length
suspended between two walls, held into
place by an identical horizontal force
applied on each
of its ends, and a lateral load
placed at some
interior point
on the rope. Let
be the point
corresponding to
on the deflected rope, suppose the downward
force
is constant, say
, and let
denote the deflection of the rope. Corresponding
to this physical system is the differential equation
|
(7)
|
for
with
, a system
whose simplicity allows both its solution
and its Green's
function
to be written explicitly:
|
(8)
|
and
|
(9)
|
respectively. As demonstrated in the above figure, the displaced rope has the piecewise linear format given by
above,
thus confirming the claim that the Green's function
associated to
this system represents the action of the horizontal rope corresponding to the application
of a force
.
A Green's function taking a pair of arguments
is sometimes
referred to as a two-point Green's function. This is in contrast to multi-point Green's
functions which are of particular importance in the area of many-body theory.
As an elementary example of a two-point function as defined above, consider the problem of determining the potential
generated
by a charge distribution whose charge density is
, whereby
applications of Poisson's equation and Coulomb's
law to the potential at
produced by
each element of charge
yields a solution
|
(10)
|
which holds, under certain conditions, over the region where
. Because
the right-hand side can be viewed as an integral operator converting
into
, one can rewrite
this solution in terms of a Green's function
having
the form
|
(11)
|
whereby the solution can be rewritten:
|
(12)
|
(Arfken 2012).
The above figure shows the Green's function associated to the solution of the
-
equation discussed
above where here,
and
, respectively
, is plotted on the
-, respectively
-, axis.
A somewhat comprehensive list of Green's functions corresponding to various differential equations is maintained online by Kevin Cole (Cole 2000).
Due to the multitude of literature written on Green's functions, several different notations and definitions may emerge, some of which are topically different than
the above but which in general do not affect the important properties of the results.
As the above example illustrates, for instance, some authors prefer to denote the
variables
and
in terms of vectors
and
to emphasize
the fact that they're elements of
for some
which may be larger than 1 (Arfken 1985). It is
also relatively common to see the definition with a negative sign so that
is defined to
be the function for which
|
(13)
|
but due to the fact that this purely-physical consideration has no effect on the underlying mathematics, this point of view is generally overlooked. Several other
notations are also known to exist for a Green's function, some of which include the
use of a lower-case
in place of
(Stakgold
1979) as well as the inclusion of a vertical line instead of a comma, e.g.,
(Duffy
2001).
In other instances, literature presents definitions which are intimately connected to the contexts in which they're presented. For example, some authors define Green's
functions to be functions which satisfy a certain set of conditions, e.g.,existence
on a special kind of domain, association with a very particular differential operator
, or satisfaction of a precise set of boundary conditions.
One of the most common such examples can be found in notes by, e.g., Speck, where
a Green's function is defined to satisfy
for points
and
for
all points
lying in the boundary
of
(Speck 2011). This particular definition presents
an integral kernel corresponding to the solution of a generalized Poisson's
equation and would therefore face obvious limitations when being adapted to a
more general setting. On the other hand, such examples aren't without their benefits.
In the case of the generalized Poisson example above, for instance, each such Green's
function
can be split so that
|
(14)
|
where
and
for the regular Laplacian
(Hartman
2013). In such situations,
is
known as the fundamental solution of the underlying differential equation and
is known as its regular solution; as
such,
and
are sometimes
called the fundamental and regular parts of
, respectively.
Several fundamental properties of a general Green's function follow immediately (or almost so) from its definition and carry over to all particular instances. For example,
if the kernel of the operator
is non-trivial,
then there may be several Green's functions associated to a single operator; as a
result, one must exhibit caution when referring to "the" Green's function.
Green's functions satisfy an adjoint symmetry
in their two arguments so that
|
(15)
|
where here,
is defined to be the solution of the
equation
|
(16)
|
Here,
is the adjoint of
. One immediate
corollary of this fact is that for self-adjoint
operators
,
is symmetric:
|
(17)
|
This identity is often called the reciprocity principle and says, in physical terms, that the response at
caused by a unit source at
is the same as
the response at
due to a unit force at
(Stakgold 1979).
The essential property of any Green's function is that it provides a way to describe the response of an arbitrary differential equation solution to some kind of source term in the presence of some number of boundary conditions (Arfken et al. 2012). Some authors consider a Green's function to serve roughly an analogous role in the theory of partial differential equations as do Fourier series in the solution of ordinary differential equations (Mikula and Kos 2006).
For more abstract scenarios, a number of concepts exist which serve as context-specific analogues to the notion of a Green's function. For instance, in functional analysis, it is often useful to consider a so-called generalized Green's function which has many analogous properties when integrated abstractly against functionals rather than functions. Indeed, such generalizations have yielded an entirely analogous branch of theoretical PDE analysis and are themselves the focus of a large amount of research.
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