Background
To start we need some background regarding an the inner product.
Definition (Inner
Product). Consider the
vector space of real functions whose domain is the closed interval . We
define the inner product of two functions
as follows
.
Remark. The inner product is a
continuous infinite dimensional analog to the ordinary
dot
product that is studied in linear algebra. If the inner product is
zero then
are said to be orthogonal to each other on
. All
the functions we use are assumed to be square-integrable, i. e. .
Mathematica Function (Inner
Product). To compute the inner
product of two real functions over
.
Lemma. If for
any function , then .
Basis for a Vector Space
A complete basis for a
vector space V of functions is a set
of
linear independent functions
which
has the property that any
can be written uniquely as a linear combination
.
For example, if V the set of all polynomials and
power series, then a complete basis is .
Property. If and all then .
We mention these concepts without proof so as to provide a little background.
Weighted Residual Methods
A weighted residual method uses a finite number of functions
. Consider
the differential equation
(1) over
the interval .
The term
denotes a
linear differential operator.
Multiplying (1) by any arbitrary weight function
and integrating over the interval
one obtains
(2) for
any arbitrary .
Equations (1) and (2) are equivalent, because
is any arbitrary function.
We introduce a trial solution
to (1) of the form
(3) ,
and replace
with
on the left side of (1).
The residual is defined as follows
(4)
The goal is to construct
so that the integral of the residual will be zero for some choices of weight
functions. That is,
will partially satisfy (2) in the sense that
(5) for
some choices of .
Galerkin's Method
One of the most important weighted residual methods was invented by the
Russian mathematician
Boris Grigoryevich Galerkin (February 20, 1871
- July 12, 1945). Galerkin's method selects the weight function functions in a
special way: they are chosen from the basis functions, i.e. . It
is required that the following
equations hold true
(6) for .
To apply the method, all we need to do is solve these
equations for the coefficients
.
Galerkin's Method for solving an I. V. P.
Suppose we wish to solve the initial value problem
(i) ,
with
over
the interval .
We use the trial function
(ii) .
There are
equations to solve for , i.e.
(iii) for .
Remark. For the solution of an I. V. P.
we choose .
Galerkin's Method for solving an a B. V. P.
Suppose we wish to solve a boundary value problem over the interval ,
(I) ,
with
We define and
use the trial function
(II) .
There are
equations to solve for , i.e.
(III) for .
Remark. The functions must
all be chosen with the boundary properties
and for .
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