Finding eigenvectors for a double root

  • Context: MHB 
  • Thread starter Thread starter brunette15
  • Start date Start date
  • Tags Tags
    Eigenvectors Root
Click For Summary
SUMMARY

The discussion focuses on finding eigenvectors for the double root eigenvalue of a given matrix, specifically for the eigenvalue $\lambda = -4$. The matrix provided is analyzed, revealing that the eigenspace corresponding to $\lambda = -4$ can be expressed as the null space of the matrix $(-4I - A)$. The solution indicates that the eigenvectors span the vectors $\begin{bmatrix}-1 \\ 1 \\ 0 \end{bmatrix}$ and $\begin{bmatrix}\sqrt{2} \\ 0 \\ 1 \end{bmatrix}$, confirming the correct identification of eigenvalues and the method of solving the system of equations.

PREREQUISITES
  • Understanding of eigenvalues and eigenvectors
  • Familiarity with matrix operations, specifically null space calculations
  • Knowledge of Gaussian elimination and its limitations
  • Basic linear algebra concepts, including span and linear combinations
NEXT STEPS
  • Study the process of finding eigenvectors for matrices with repeated eigenvalues
  • Learn about the geometric interpretation of eigenspaces in linear algebra
  • Explore the application of the Jordan form for matrices with defective eigenvalues
  • Investigate numerical methods for computing eigenvalues and eigenvectors using software tools like MATLAB or NumPy
USEFUL FOR

Students and professionals in mathematics, particularly those studying linear algebra, as well as data scientists and engineers working with matrix computations and eigenvalue problems.

brunette15
Messages
58
Reaction score
0
I have the following matrix: [-1 3 -3(2)^0.5 ; 3 -1 -3(2)^0.5 ; -3(2)^0.5 -3(2)^0.5 2]

I was able to find the eigenvalues as -4 and 8.

I am now trying to find the corresponding eigenvectors how since -4 is a double root i am unsure how to go about this.

I have tried using gaussian elimination however i always end up with too many unknown variables.

Can anyone please work me through this?

Thanks in advance! :)
 
Physics news on Phys.org
Hi brunette15,

Your eigenvalues are correct. Let's start with finding the eigenspace corresponding to $\lambda=-4$. Let $E_{\lambda=-4}$ be the eigenspace corresponding to $\lambda=-4$, then:

$E_{\lambda=-4}=\text{null}(-4I-A)=\text{null}\left[\begin{array}{c}-3 & -3 & 3 \sqrt{2} \\ -3&-3 & 3 \sqrt{2} \\ 3 \sqrt{2} & 3 \sqrt{2} & -6 \end{array}\right]$

Now, instead of using GE, you can notice that the 2nd and 3rd row are both scalar multiplies of the first one, so:
$E_{\lambda=-4}=\text{null}\left[\begin{array}{c}-3 & -3 & 3 \sqrt{2} \\ 0 & 0 & 0 \\ 0 & 0 & 0 \end{array}\right]$

Solving $(-4I-A)X=0$, where $X=\left[\begin{array}{c}x_1 \\ x_2 \\ x_3 \end{array}\right]$, we get $-3x_1-3x_2+3\sqrt{2}x_3=0$.
We can say $x_1=-1x_2+\sqrt{2}x_3$, $x_2=x_2$, $x_3=x_3$, and:

$X=\left[\begin{array}{c}-x_2+\sqrt{2} x_3 \\ x_2 \\ x_3 \end{array}\right]=\left[\begin{array}{c}-1 \\ 1 \\ 0 \end{array}\right]x_2+\left[\begin{array}{c}\sqrt{2} \\ 0 \\ 1 \end{array}\right]x_3$
Finally,
$E_{\lambda=-4}=\text{span}\left[\begin{array}{c}-1 \\ 1 \\ 0 \end{array}\right],\left[\begin{array}{c}\sqrt{2} \\ 0 \\ 1 \end{array}\right]$

Let me know if you have any questions, or if there is a calculation error somewhere. I leave you with $\lambda=8$.
 
Last edited:
Rido12 said:
Hi brunette15,

Your eigenvalues are correct. Let's start with finding the eigenspace corresponding to $\lambda=-4$. Let $E_{\lambda=-4}$ be the eigenspace corresponding to $\lambda=-4$, then:

$E_{\lambda=-4}=\text{null}(-4I-A)=\text{null}\left[\begin{array}{c}-3 & -3 & 3 \sqrt{2} \\ -3&-3 & 3 \sqrt{2} \\ 3 \sqrt{2} & 3 \sqrt{2} & -6 \end{array}\right]$

Now, instead of using GE, you can notice that the 2nd and 3rd row are both scalar multiplies of the first one, so:
$E_{\lambda=-4}=\text{null}\left[\begin{array}{c}-3 & -3 & 3 \sqrt{2} \\ 0 & 0 & 0 \\ 0 & 0 & 0 \end{array}\right]$

Solving $(-4I-A)X=0$, where $X=\left[\begin{array}{c}x_1 \\ x_2 \\ x_3 \end{array}\right]$, we get $-3x_1-3x_2+3\sqrt{2}x_3=0$.
We can say $x_1=-1x_2+\sqrt{2}x_3$, $x_2=x_2$, $x_3=x_3$, and:

$X=\left[\begin{array}{c}-x_2+\sqrt{2} x_3 \\ x_2 \\ x_3 \end{array}\right]=\left[\begin{array}{c}-1 \\ 1 \\ 0 \end{array}\right]x_2+\left[\begin{array}{c}\sqrt{2} \\ 0 \\ 1 \end{array}\right]x_3$
Finally,
$E_{\lambda=-4}=\text{span}\left[\begin{array}{c}-1 \\ 1 \\ 0 \end{array}\right],\left[\begin{array}{c}\sqrt{2} \\ 0 \\ 1 \end{array}\right]$

Let me know if you have any questions, or if there is a calculation error somewhere. I leave you with $\lambda=8$.

Thankyou!:D
 

Similar threads

  • · Replies 33 ·
2
Replies
33
Views
2K
  • · Replies 10 ·
Replies
10
Views
3K
  • · Replies 12 ·
Replies
12
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
1
Views
2K
  • · Replies 7 ·
Replies
7
Views
10K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 13 ·
Replies
13
Views
2K
  • · Replies 3 ·
Replies
3
Views
4K
  • · Replies 3 ·
Replies
3
Views
2K