Eigenvalues of a rotation matrix

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Homework Help Overview

The discussion revolves around finding the eigenvalues and normalized eigenvectors of a rotation matrix defined by cosθ and sinθ. Participants explore the implications of complex eigenvalues in this context.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the characteristic polynomial and the calculation of eigenvalues, with some questioning the presence of imaginary components. There are attempts to derive eigenvectors and normalize them, leading to discussions about the properties of complex numbers.

Discussion Status

The discussion is active, with participants providing insights and corrections regarding the calculations of eigenvalues and the normalization of complex eigenvectors. There is a recognition of the need to consider imaginary numbers in the context of the problem.

Contextual Notes

Participants note the potential for confusion regarding the nature of eigenvalues in relation to the rotation matrix, particularly when considering real versus complex solutions. There is an emphasis on the mathematical properties of complex vectors during normalization.

Lucy Yeats
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Homework Statement


Find the eigenvalues and normalized eigenvectors of the rotation matrix
cosθ -sinθ
sinθ cosθ


Homework Equations





The Attempt at a Solution



c is short for cosθ, s is short for sinθ
I tried to solve the characteristic polynomial (c-λ)(c-λ)+s^2=0, and got λ=cosθ±sinθ.
I then tried to find the eigenvectors, but only got (0, 0) and couldn't find any others. Where did I go wrong?
 
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What do you get if you write down R-λI?
 
I think you get:

cosθ-λ -sinθ
sinθ cosθ-λ
 
Oh, I think I see your problem.
Your eigenvalues should be λ=cosθ ± i sinθ.

And I meant for you to write down R-λI with λ=cosθ + i sinθ...
 
I'm not sure where the i comes from.

I did this to get the eigenvalues:
(c-λ)(c-λ)+s^2=0
c^2-2λc+λ^2+s^2=0
as C^2+s^2=1,
λ^2-2cλ+1=0
λ=[itex]\frac{2c±√(4c^2-4)}{2}[/itex]
=c±√(c^2-1)=c±s=cosθ±sinθ
 
You have √(c^2-1) = √(cos2θ-1)
Since cosθ≤1, this means that you're taking the square root of a negative number.
Hence the "i".I was assuming you are supposed to solve this with imaginary numbers.
If you are supposed to only find real eigenvalues, then there are none.
 
Ah, I can't believed I missed such an obvious mistake! Thanks for pointing it out.
 
Okay... so you found your eigenvectors?
 
Yes, are they (ia, a) and (-ia, a) for all a?
If so, how do you normalize imaginary eigenvectors?
 
  • #10
Good!

The length of a vector (a,b) in ##\mathbb{C}^2## is given by ##\sqrt{|a|^2 + |b|^2}##.
Normalization works the same as with real vectors.
 
  • #11
So you normalize a vector by writing √(x^2+y^2)=1?
But doesn't (ia)^2+a^2=a^2-a^2=0?
 
  • #12
Not quite, |ia| = |a|.
The absolute value of a complex number x+iy is given by |x+iy|=√(x^2+y^2).
For the length of a complex vector, you need to use these absolute values.
 
  • #13
So are they (i√0.5, √0.5) and (-i√0.5, √0.5)?
 
  • #14
Yep! :smile:
 
  • #15
Thank-you! :-)
 

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