Calculation of the Jordan canonical form

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Given the matrix $ F= \begin{bmatrix} 3 & -1 & 0 \\ 1 & 1 & -2 \\ 0 & 0 & 2 \end{bmatrix}$ calculate the Jordan canonical form such that $F = T F_j T^{-1}$.

The characteristic polynomial is $ (\lambda -2)^3= 0$ so the eigenvalue is $\lambda = 2$

The eigenvectors $v$ are given by $(F - \lambda I)v = 0$ so $ \begin{bmatrix} 1 & -1 & 0 \\ 1 & -1 & -2 \\ 0 & 0 & 0 \end{bmatrix}v = 0 $ so the kernel is $ < \begin{bmatrix} 1 \\ 1 \\ 0 \end{bmatrix}>$

Now I need to calculate the kernel of $(F - \lambda I)^2$

$(F - \lambda I)^2=\begin{bmatrix} 1 & -1 & 0 \\ 1 & -1 & -2 \\ 0 & 0 & 0 \end{bmatrix}*\begin{bmatrix} 1 & -1 & 0 \\ 1 & -1 & -2 \\ 0 & 0 & 0 \end{bmatrix}=\begin{bmatrix} 0 & 0 & 2 \\ 0 & 0 & 2 \\ 0 & 0 & 0 \end{bmatrix}$

$(F - \lambda I)^2 v_2 = 0$ so the kernel is $<\begin{bmatrix} 1 \\ 0 \\ 0 \end{bmatrix} ><\begin{bmatrix} 0 \\ 1 \\ 0 \end{bmatrix} >$

So far my calculations should be right but now come the problems.

The matrix $T $ should be $\begin{bmatrix} 1 & 0 & x_1 \\ 0 & 1 & x_2 \\ 0 & 0 & x_3 \end{bmatrix}$ where the third column is:

$(F - \lambda I) \begin{bmatrix} 1 \\ 0 \\ 0 \end{bmatrix} = \begin{bmatrix} 1 & -1 & 0 \\ 1 & -1 & -2 \\ 0 & 0 & 0 \end{bmatrix} \begin{bmatrix} 1 \\ 0 \\ 0 \end{bmatrix} = \begin{bmatrix} 1 \\ 1 \\ 0 \end{bmatrix}$

But this value makes the matrix $T$ not invertible. Where is my mistake?

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The first step is ok. You obtain $v_1= (1,1,0)^T$ such that $(F-\lambda I) v_1 =0$.

For the second step, you have to find a vector $v_2$ such that $$ (F-\lambda I) v_2 = v_1.$$ The solution is $v_2= (1,0,0)^T$.

For the third step, you have to find a vector $v_3$ such that $$ (F-\lambda I) v_3 = v_2.$$ The solution is $v_3= (1,0,1/2)^T$. The transformation matrix is then $$ T= \begin{pmatrix} v_1 & v_2 & v_3 \end{pmatrix} = \begin{pmatrix} 1 & 1 & 1 \\ 1 & 0 & 0 \\ 0 & 0 & \frac{1}{2} \end{pmatrix}.$$ And $$F= T \begin{pmatrix}2 & 1 & 0 \\ 0 & 2 & 1 \\ 0 & 0 & 2 \end{pmatrix} T^{-1}.$$

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If we don't care about finding the change of basis matrix $T$, then we can arrive at the Jordan form quickly.

First, note that the characteristic polynomial of $F$ is $$ \chi_F(t)=(t-2)^3 $$ This implies that $2$ is the only eigenvalue of $F$.

Next, note that $$ \dim\DeclareMathOperator{null}{null}\null(F-2\,I)=1 $$ That is, the eigenvalue $2$ has geometric multiplicity one. This means that the Jordan form of $F$ has one Jordan block. Hence the Jordan form of $F$ is $$ \begin{bmatrix} 2 & 1 & 0 \\ 0 & 2 & 1 \\ 0 & 0 & 2 \end{bmatrix} $$ Of course, the change of basis matrix can be computed using @Fabian's answer.