How Do Eigenvalues and Eigenvectors Change for Matrix B = exp(3A) + 5I?

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SUMMARY

The eigenvalues and eigenvectors of the matrix B = exp(3A) + 5I can be determined using the eigenvalues of matrix A. The eigenvalues of A, which are 4, 1, and 2, lead to the eigenvalues of B being calculated as e^(3λ) + 5, where λ represents the eigenvalues of A. Consequently, the eigenvalues of B are e^(12) + 5, e^(3) + 5, and e^(6) + 5, maintaining the same eigenvectors as those of A. This method leverages the properties of matrix exponentiation and linear transformations.

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Physgeek64
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Homework Statement


Find the eigenvalues and eigenvectors of the matrix
##A=\matrix{{2, 0, -1}\\{0, 2, -1}\\{-1, -1, 3} }##

What are the eigenvalues and eigenvectors of the matrix B = exp(3A) + 5I, where I is

the identity matrix?

Homework Equations

The Attempt at a Solution


So I've found the eigenvectors for A to be ##\frac{1}{\sqrt{6}}\vec{1,1,-2}##, ##\frac{1}{\sqrt{3}}\vec{1,1,1}##, ##\frac{1}{\sqrt{2}}\vec{-1,1,0}## with eigenvalues 4,1 one 2 respectively. but i don't know how to do the second part

Many thanks
 
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Can you calculate the eigenvalues of ##exp(A)##?
 
PeroK said:
Can you calculate the eigenvalues of ##exp(A)##?
They are the exponentials of the eigenvalues of A
 
Physgeek64 said:
They are the exponentials of the eigenvalues of A

Well, that's a good start. What about ##exp(3A)##?
 
PeroK said:
Well, that's a good start. What about ##exp(3A)##?
##e^{3\lambda}##?
 
Physgeek64 said:
##e^{3\lambda}##?

How could you prove that if you are not sure? Hint: it's not hard. Try letting ##B = 3A##
 
PeroK said:
How could you prove that if you are not sure? Hint: it's not hard. Try letting ##B = 3A##
the eigenvalues of ##exp(B)## are ##e^b## but ##b=3a## where a are the eigenvalues of A for ##B=3A##. Hence the eigenvalues are ##e^{3a}##
 
Physgeek64 said:
the eigenvalues of ##exp(B)## are ##e^b## but ##b=3a## where a are the eigenvalues of A for ##B=3A##. Hence the eigenvalues are ##e^{3a}##

Yes. Although, I would start with something like:

Let ##v## be an eigenvector of ##A## with eigenvalue ##\lambda \dots##
 
PeroK said:
Yes. Although, I would start with something like:

Let ##v## be an eigenvector of ##A## with eigenvalue ##\lambda \dots##
Okay. But how do you find the eigenvalues of ##exp(3A)+5I##?
 
  • #10
Physgeek64 said:
Okay. But how do you find the eigenvalues of ##exp(3A)+5I##?

I thought you had worked it out. Where do you think you are stuck?
 
  • #11
PeroK said:
Yes. Although, I would start with something like:

Let ##v## be an eigenvector of ##A## with eigenvalue ##\lambda \dots##

##\dots Bv = (\exp(3A) + 5I)v = \dots##

Does that help?
 
  • #12
Physgeek64 said:

Homework Statement


Find the eigenvalues and eigenvectors of the matrix
##A=\matrix{{2, 0, -1}\\{0, 2, -1}\\{-1, -1, 3} }##

What are the eigenvalues and eigenvectors of the matrix B = exp(3A) + 5I, where I is

the identity matrix?

Homework Equations

The Attempt at a Solution


So I've found the eigenvectors for A to be ##\frac{1}{\sqrt{6}}\vec{1,1,-2}##, ##\frac{1}{\sqrt{3}}\vec{1,1,1}##, ##\frac{1}{\sqrt{2}}\vec{-1,1,0}## with eigenvalues 4,1 one 2 respectively. but i don't know how to do the second part

Many thanks
For future reference: you can format a matrix nicely as
$$A = \pmatrix{2 & 0 & -1\\0 & 2 & -1 \\ -1 & -1 & 3}$$
The instructions that do that are "\pmatrix{2 & 0 & -1\\0 & 2 & -1 \\ -1 & -1 & 3}". Note the use of '&' as a separator, not a comma, and there is only one pair of curly brackets "{ }".

Also, your eigenvalues read as ##\langle \frac{1}{\sqrt{6}} 1 , 1, -2 \rangle##, but you might have meant ##\frac{1}{\sqrt{6}} \langle 1,1,-2 \rangle##, which is very different. Using ##\vec{\mbox{ }}## does not work well for an array of more than about two characters in length, so ##\vec{v_1}## looks OK but ##\vec{v_1, v_2, v_3,v_4}## does not.
 
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  • #13
PeroK said:
##\dots Bv = (\exp(3A) + 5I)v = \dots##

Does that help?
Will have eigenvalues ##e^{3a+5}## with the same eigenvectors

Thank you for your help
 
  • #14
Physgeek64 said:
Will have eigenvalues ##e^{3a+5}## with the same eigenvectors

Thank you for your help

Is that ##exp(3a+5)## or ##exp(3a) + 5##?
 
  • #15
PeroK said:
Is that ##exp(3a+5)## or ##exp(3a) + 5##?
Oops sorry its meant to be ##exp(3a) + 5##
 

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