previous overview next
Direct Solver
$\def \hieruit {\quad \Longrightarrow \quad}$
We will take a closer look at the procedure which forms the matrix $(1-M^2)$
out of the tri-diagonal matrix $A$. It is assumed that the tri-diagonal system
matrix $A$ has been (re)normalized. Then the general form of such a matrix is:
$$
\left[ \begin{array}{ccccccc} . & . & . & & & & \\
& a_{43}/a_{44} & 1 & a_{45}/a_{44} & & & \\
& & a_{54}/a_{55} & 1 & a_{56}/a_{55} & & \\
& & & a_{65}/a_{66} & 1 & a_{67}/a_{66} & \\
& & & & . & . & .
\end{array} \right] = A = I - M
$$
The matrix $M^2$ is calculated. Concentrate on row $(5)$ and columns $(4,5,6)$:
$$
\left[ \begin{array}{cccccc} . & . & & & & \\
& . & . & . & & \\
& & \displaystyle
- \frac{a_{54}}{a_{55}}
& 0
& \displaystyle
- \frac{a_{56}}{a_{55}} & \\
& & & . & . & . \\
& & & & &
\end{array} \right]
\left[ \begin{array}{ccccccc} . & . & . & & & & \\
& \displaystyle
- \frac{a_{43}}{a_{44}} & 0
& \displaystyle
- \frac{a_{45}}{a_{44}} & & & \\
& & \displaystyle
- \frac{a_{54}}{a_{55}} & 0
& \displaystyle
- \frac{a_{56}}{a_{55}} & & \\
& & & \displaystyle
- \frac{a_{65}}{a_{66}} & 0
& \displaystyle
- \frac{a_{67}}{a_{66}} & \\
& & & & . & . & .
\end{array} \right]
$$ $$ =
\left[ \begin{array}{ccccccc} . & . & . & & & & \\
& & . & . & . & & \\
& \displaystyle
\frac{a_{54}}{a_{55}} \frac{a_{43}}{a_{44}}
& 0
& \displaystyle
\frac{a_{54}}{a_{55}} \frac{a_{45}}{a_{44}}
+ \frac{a_{56}}{a_{55}} \frac{a_{65}}{a_{66}}
& 0
& \displaystyle
\frac{a_{56}}{a_{55}} \frac{a_{67}}{a_{66}}
& \\ & & & . & . & . &
\\ & & & & . & . & .
\end{array} \right]
$$
Completing further one step of the Newton-Raphson procedure results in:
$$
I - M^2 =
\left[ \begin{array}{ccccccc} . & . & . & & & & \\
& & . & . & . & & \\
& \displaystyle
- \frac{a_{54}}{a_{55}} \frac{a_{43}}{a_{44}}
& 0
& \displaystyle
1 - \frac{a_{54}}{a_{55}} \frac{a_{45}}{a_{44}}
- \frac{a_{56}}{a_{55}} \frac{a_{65}}{a_{66}}
& 0
& \displaystyle
- \frac{a_{56}}{a_{55}} \frac{a_{67}}{a_{66}}
& \\ & & & . & . & . &
\\ & & & & . & . & .
\end{array} \right]
$$
It is shown in the following sequence that a Newton-Raphson step for coarsening
the grid is equivalent with an Gaussian elimination step for even grid points.
Hence the method as a whole is equivalent with a direct solution method
for the linear equations system. This explains why an exact solution is found
in the first place.
$$
\left[ \begin{array}{ccccccc} . & . & . & & & & \\
& a_{43}/a_{44} & 1 & a_{45}/a_{44} & & & \\
& & a_{54}/a_{55} & 1 & a_{56}/a_{55} & & \\
& & & a_{65}/a_{66} & 1 & a_{67}/a_{66} & \\
& & & & . & . & .
\end{array} \right] = A
$$
Use the first and the last row for pivoting the middle row. This is equivalent
with:
\begin{eqnarray*}
T_4 = - a_{43}/a_{44} . T_3 - a_{45}/a_{44} . T_5 \\
T_6 = - a_{65}/a_{66} . T_5 - a_{67}/a_{66} . T_7
\end{eqnarray*}
Substitute in the row with index $(5)$:
$$
a_{54}/a_{55} . T_4 + 1 . T_5 + a_{56}/a_{55} . T_6 = 0 \hieruit
$$ $$
\frac{a_{54}}{a_{55}}
\left[ - \frac{a_{43}}{a_{44}} T_3 - \frac{a_{45}}{a_{44}} T_5 \right]
+ T_5
+ \frac{a_{56}}{a_{55}}
\left[ - \frac{a_{65}}{a_{66}} T_5 - \frac{a_{67}}{a_{66}} T_7 \right]
$$ $$
= - \frac{a_{54}}{a_{55}} \frac{a_{43}}{a_{44}} T_3
+ \left[ 1 - \frac{a_{54}}{a_{55}} \frac{a_{45}}{a_{44}}
- \frac{a_{56}}{a_{55}} \frac{a_{65}}{a_{66}} \right] T_5
- \frac{a_{56}}{a_{55}} \frac{a_{67}}{a_{66}} T_7 = 0
$$
When written in matrix form, the abovementioned equivalence becomes evident:
$$
\left[ \begin{array}{ccccccc} . & . & . & & & & \\
& & . & . & . & & \\
& \displaystyle
- \frac{a_{54}}{a_{55}} \frac{a_{43}}{a_{44}}
& 0
& \displaystyle
1 - \frac{a_{54}}{a_{55}} \frac{a_{45}}{a_{44}}
- \frac{a_{56}}{a_{55}} \frac{a_{65}}{a_{66}}
& 0
& \displaystyle
- \frac{a_{56}}{a_{55}} \frac{a_{67}}{a_{66}}
& \\ & & & . & . & . &
\\ & & & & . & . & .
\end{array} \right]
\left[ \begin{array}{c} . \\ . \\ T_3 \\ T_4 \\ T_5 \\ T_6 \\ T_7 \\ .
\end{array} \right]
$$