We can see the connection in very system systems (more details in the rest of ch. 7)
\[ x'' - x = 0 \longrightarrow x(t) = c_1 e^t + c_2 e^{-t} \]
\[ r^2 - 1 = 0 \]
characteristic eq.
\[ \longrightarrow r = 1, -1 \]
Turn into a system:
Let \( z_1 = x \) and \( z_2 = x' \)
\[
\begin{cases}
z_1' = z_2 \\
z_2' = z_1
\end{cases}
\implies
\begin{bmatrix}
z_1' \\
z_2'
\end{bmatrix}
=
\underbrace{
\begin{bmatrix}
0 & 1 \\
1 & 0
\end{bmatrix}
}_{A}
\begin{bmatrix}
z_1 \\
z_2
\end{bmatrix}
\]
Eigenvalues of A:
\[ \det(A - \lambda I) = 0 \]
\[
\begin{vmatrix}
-\lambda & 1 \\
1 & -\lambda
\end{vmatrix} = 0
\]
\[ \lambda^2 - 1 = 0 \]
characteristic eq.
\[ \lambda = 1, -1 \]
- For \( \lambda = 1 \), we have \( e^t \)
- For \( \lambda = -1 \), we have \( e^{-t} \)