How to solve a system of equations in Octave
In this lesson I explain how to solve a system of linear equations in Octave using matrix and vector calculus.
I'll give you a practical example.
This system of equations consists of two linear equations with two variables
$$ \begin{cases} x+5y-3 = 0 \\ \\ 2x-4y+8=0 \end{cases} $$
Write the system in the general form ax+by=c
$$ \begin{cases} x+5y=3 \\ \\ 2x-4y=-8 \end{cases} $$
Then transform the system of equations into a vector equation
$$ \begin{pmatrix} 1 & 5 \\ 2 & -4 \end{pmatrix} \cdot \begin{pmatrix} x \\ y \end{pmatrix} = \begin{pmatrix} 3 \\ -8 \end{pmatrix} $$
The first matrix is the matrix of the coefficients of the variables x and y.
$$ A = \begin{pmatrix} 1 & 5 \\ 2 & -4 \end{pmatrix} $$
Type A=[1,5; 2,-4] to declare the matrix of the coefficients in Octave.
>> A = [ 1 , 5 ; 2 , -4 ]
A =
1 5
2 --4
The first column vector is the vector of variables.
They are the values of the variables that you need to find
$$ \vec{x} = \begin{pmatrix} x \\ y \end{pmatrix} $$
The second column vector is the vector of the numerical terms.
$$ \vec{b} = \begin{pmatrix} 3 \\ -8 \end{pmatrix} $$
Type b=[3; -8] to declare the column vector of the numerical terms.
>> b = [ 3 ; -8 ]
b =
3
-8
In vector form, the system of equations is the product of a matrix and a vector.
$$ A \cdot \vec{x} = \vec{b} $$
To find solutions to the system of equations, determine the vector x as a function of everything else.
$$ \vec{x} = A^{-1} \cdot \vec{b} $$
Where A-1 is the inverse matrix of the coefficient matrix A.
Now, calculate the expression A-1·b in Octave
>> inv(A)*b
ans =
-2
1
The result is the x and y values of the vector of variables.
$$ \vec{x} = \begin{pmatrix} x \\ y \end{pmatrix} = \begin{pmatrix} -2 \\ 1 \end{pmatrix} $$
You have found the solution to the system of equations
$$ x=-2 $$
$$ y=1 $$
The system of equations has a solution (x;y)=(-2;1)
Check if the solution is correct. Use the values x=-2 and y=1 in the system of equations $$ \begin{cases} x+5y=3 \\ \\ 2x-4y=-8 \end{cases} $$ $$ \begin{cases} -2 + 5 \cdot 1 =3 \\ \\ 2 \cdot (-2) -4 \cdot 1 =-8 \end{cases} $$ $$ \begin{cases} 3 =3 \\ \\ -8 =-8 \end{cases} $$ Both equations of the system are satisfied. So the solution x=-2 and y=1 is correct.