Jordan Form & Matrix Exponential: Homework Statement and Solution

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Homework Help Overview

The discussion revolves around finding the Jordan form of a given matrix and using it to compute the matrix exponential. The matrix in question is a 4x4 matrix with specific entries, and the characteristic polynomial has been calculated, indicating a repeated eigenvalue.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the calculation of the Jordan form, the implications of the eigenvalue's multiplicity, and the structure of the generalized eigenvectors. There are attempts to establish relationships between the matrices and to find appropriate vectors that satisfy certain equations.

Discussion Status

Some participants have provided guidance on the relationships between the matrices and the eigenvectors, while others have raised questions about the correctness of certain steps and the implications of the kernel of the matrix. Multiple interpretations of the matrix transformations and their implications are being explored.

Contextual Notes

There are indications of confusion regarding the equality of matrices and the conditions under which certain vectors can be considered linearly independent. The discussion also highlights the need for clarity on the definitions and properties of the Jordan form and matrix exponentials.

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Homework Statement



Find the Jordan form and use it to find the matrix exponential.

Homework Equations





The Attempt at a Solution



Let A =\begin{bmatrix}
-3 &-1 &-1 &-1 \\
-1 & -3 & 1 & 1 \\
1 & -1 & -5 & -1 \\
1 & -1 & -1 & -5
\end{bmatrix}

det(A-λI)=λ4+16λ3+96λ2+256λ+256

(λ+4)4
→ λ=-4 (Multiplicity 4)


A+4I=\begin{bmatrix}
1 &-1 &-1 &-1 \\
-1 & 1 & 1 & 1 \\
1 & -1 & -1 & -1 \\
1 & -1 & -1 & -1
\end{bmatrix}

=\begin{bmatrix}
1 &-1 &-1 &-1 \\
0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0
\end{bmatrix}

\begin{bmatrix}
v1 \\
v2 \\
v3 \\
v4
\end{bmatrix} =
v1\begin{bmatrix}
1 \\
1 \\
0 \\
0
\end{bmatrix}+v2\begin{bmatrix}
1 \\
0 \\
1 \\
0
\end{bmatrix} + v3\begin{bmatrix}
1 \\
0 \\
0 \\
1
\end{bmatrix}



Therefore, the Jordan Normal Form must look like:


J=\begin{bmatrix}
-4 &0 &0 &0 \\
0 & -4 & 0 & 0 \\
0 & 0 & -4 & 1 \\
0 & 0 & 0 & -4
\end{bmatrix}


Consider now that:

JE1=-4E1
JE2=-4E2
JE3=-4E3
JE4=E3-4E4


But this is equivalent to:

AE1=-4E1
AE2=-4E2
AE3=-4E3
AE4=E3-4E4


AE4=E3-4E4→ (A+4I)E4=E3


Now,

ker[(A+4I)2]=0

(A+4I)2E4=E3
0*E4=0

Therefore, E4 can be anything that is Linearly Independent of E1,E2, and E3.

Let E4=\begin{bmatrix}
1 \\
1 \\
1 \\
1
\end{bmatrix}


(A+4I)E4=E3
\begin{bmatrix}
1 &-1 &-1 &-1 \\
-1 & 1 & 1 & 1 \\
1 & -1 & -1 & -1 \\
1 & -1 & -1 & -1
\end{bmatrix}*\begin{bmatrix}
1 \\
1 \\
1 \\
1
\end{bmatrix}

=\begin{bmatrix}
-2 \\
2 \\
-2 \\
-2
\end{bmatrix}

I'm lost after this point
 
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Kamekui said:

Homework Statement



Find the Jordan form and use it to find the matrix exponential.

Homework Equations


The Attempt at a Solution



Let A =\begin{bmatrix}
-3 &-1 &-1 &-1 \\
-1 & -3 & 1 & 1 \\
1 & -1 & -5 & -1 \\
1 & -1 & -1 & -5
\end{bmatrix}

det(A-λI)=λ4+16λ3+96λ2+256λ+256

(λ+4)4
→ λ=-4 (Multiplicity 4)A+4I=\begin{bmatrix}
1 &-1 &-1 &-1 \\
-1 & 1 & 1 & 1 \\
1 & -1 & -1 & -1 \\
1 & -1 & -1 & -1
\end{bmatrix}

=\begin{bmatrix}
1 &-1 &-1 &-1 \\
0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0
\end{bmatrix}
$$\begin{bmatrix}
1 &-1 &-1 &-1 \\
-1 & 1 & 1 & 1 \\
1 & -1 & -1 & -1 \\
1 & -1 & -1 & -1
\end{bmatrix} \ne
\begin{bmatrix}
1 &-1 &-1 &-1 \\
0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0 \\
0 & 0 & 0 & 0
\end{bmatrix}$$ I know what you mean, but don't use an equal sign there. The matrices aren't equal.

Now,

ker[(A+4I)2]=0
This isn't correct. ##(A+4I)^2 = 0##, so the kernel is all of ##\mathbb{R}^4##.

(A+4I)2E4=E3
0*E4=0

Therefore, E4 can be anything that is Linearly Independent of E1,E2, and E3.
This isn't correct either. It's true that ##(A+4I)^2\vec{x}=0## is satisfied by any ##\vec{x}##, but it's not true that the vector will also satisfy ##(A+4I)\vec{x} = \vec{E}_3##.

You found the kernel of A+4I consists of vectors of the form
$$v1\begin{bmatrix} 1 \\ 1 \\ 0 \\ 0 \end{bmatrix} +
v2\begin{bmatrix} 1 \\ 0 \\ 1 \\ 0 \end{bmatrix} +
v3\begin{bmatrix} 1 \\ 0 \\ 0 \\ 1 \end{bmatrix}$$ What you want to do is find a particular linear combination ##\vec{v}## so that ##(A+4I)\vec{x} = \vec{v}## will have a solution. The vector ##\vec{v}## corresponds to what you called E3, and the solution ##\vec{x}##, to E4.
 
Ok, I went back and tried this:

Let
E4=
\begin{bmatrix}
0\\
1\\
1\\
0
\end{bmatrix}

Then,

(A+4I)E4=E3
\begin{bmatrix}
1 & -1 & -1 & -1\\
-1 & 1 & 1 & 1\\
1 & -1 & -1 & -1\\
1 & -1 & -1 & -1
\end{bmatrix}*\begin{bmatrix}
0 \\
1 \\
1 \\
0
\end{bmatrix}
=\begin{bmatrix}
-2\\
2 \\
-2 \\
-2
\end{bmatrix}


Form a matrix T such that T-1AT=J


So, T=\begin{bmatrix}
1 & 1 & -2 & 1\\
1 & 0 & 2 & 1\\
0 & 1 & -2 & 1\\
0 & 0 & -2 & 1
\end{bmatrix}

and T-1=\begin{bmatrix}
1 & 0 & -1 & 0\\
0 & 0 & 1 & -1\\
-1/4 & 1/4 & 1/4 & -1/4\\
-1/2 & 1/2 & 1/2 & 1/2
\end{bmatrix}


T-1AT=\begin{bmatrix}
-4 & 0 & 0 & 0\\
0 & -4 & & 0\\
0 & 0 & -4 & 1\\
0 & 0 & 0 & -4
\end{bmatrix}
=J


If this is correct, computing the matrix exponential is easy, if its correct...
 
Did you mean
$$T = \begin{bmatrix}
1 & 1 & -2 & 1\\
1 & 0 & 2 & 1\\
0 & 1 & -2 & 1\\
0 & 0 & -2 & 1
\end{bmatrix}$$ or
$$T= \begin{bmatrix}
1 & 1 & -2 & 0\\
1 & 0 & 2 & 1\\
0 & 1 & -2 & 1\\
0 & 0 & -2 & 0
\end{bmatrix}?$$
 

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