Systems of linear equations and Gaussian elimination 掃 は き出 だ し法 ほう
1Introduction
The essential point of this lecture is that
If one relies only on substitution or ad hoc elimination, the structure becomes unclear when there are many equations.
2Terms and definitions
A
An
3Strategy
First convert the system to an
4Intuitive explanation
5Precise explanation
5.11. Augmented matrix 拡大係数行列 かくだいけいすうぎょうれつ
For example,
is represented by
5.22. Elementary row operation 行基本変形 ぎょうきほんへんけい
Apply
This subtracts twice the first row from the second row and gives
From the second row, , so . Substituting into the first row gives , hence . Therefore the solution is .
5.33. What can be decided
After elimination, a contradictory row means there is no solution, and a remaining
The three smallest cases make the checkpoints explicit.
| Shape of | What to read | Solution type |
|---|---|---|
| \left(\begin{array}{cc|c}1&0&2\\0&1&3\end{array}\right) | every | unique solution |
| \left(\begin{array}{cc|c}1&1&2\\0&0&1\end{array}\right) | there is a contradictory row | no solution |
| \left(\begin{array}{cc|c}1&1&2\\0&0&0\end{array}\right) | a column has no pivot, so a | infinitely many solutions |
In the unique-solution case, each
6Criteria
- If there are several
unknowns and several equations, prefer未知数 みちすう Gaussian elimination .掃 は き出 だ し法 ほう - The elimination result is also useful when deciding whether the solution is unique or whether no solution exists.
- At every step, check that the system is being replaced by an
equivalent system.同値 どうち - To decide the solution type, check for contradictory rows, count the pivots, and then check whether
free variables remain.自由変数 じゆうへんすう
7Final form
8In one sentence
Gaussian elimination is both a procedure for solving a掃 は き出 だ し法 ほう system of linear equations and a method for checking the連立一次方程式 れんりついちじほうていしき structure of its solutions.構造 こうぞう