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for
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
.
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Example 1 (a). Find
the inner product of
and
over
.
1 (b). Find the inner
product of
and
over
.
1 (c). Find the inner
product of
and
over
.
Solution
1 (a).
Solution
1 (b).
Solution
1 (c).
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
.
Proof Galerkin Method
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
.
Proof Galerkin Method
Computer Programs Galerkin Method
Example
2. Solve
, with
the initial condition
.
Solution
2.
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
.
Proof Galerkin Method
Computer Programs Galerkin Method
Example
3. Solve
.
3 (a). Use the
boundary values
and
.
3 (b). Use the
boundary values
and
.
Solution
3 (a).
Solution
3 (b).
Example
4. Solve
.
4 (a). Use the
boundary values
and
.
4 (b). Use the
boundary values
and
.
Solution
4 (a).
Solution
4 (b).
Research Experience for Undergraduates
Galerkin Method Internet hyperlinks to web sites and a bibliography of articles.
Download this Mathematica Notebook Galerkin's Method
(c) John H. Mathews 2005