Finding Eigenvalues and determine if there are invariant lines

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SUMMARY

The discussion centers on finding the eigenvalues of the linear mapping represented by the matrix (2 -4; -3 3) and determining the corresponding invariant lines. The correct eigenvalues are -1 and 6, not the initially calculated -6 and 1. The presence of two distinct eigenvalues indicates that there are two independent eigenvectors, which define the invariant lines. The eigenvalue equation is derived from the determinant of (L - λI) = 0, leading to the characteristic polynomial λ² - 5λ - 6 = 0.

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  • Understanding of eigenvalues and eigenvectors
  • Familiarity with matrix operations and determinants
  • Knowledge of solving quadratic equations
  • Basic linear algebra concepts
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  • Study the process of finding eigenvalues using the characteristic polynomial
  • Learn how to compute eigenvectors corresponding to given eigenvalues
  • Explore the geometric interpretation of eigenvalues and invariant lines
  • Investigate applications of eigenvalues in systems of differential equations
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Students and professionals in mathematics, particularly those studying linear algebra, as well as anyone interested in understanding eigenvalues and their applications in various fields such as physics and engineering.

Luscinia
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Homework Statement


Find the eigen values of the following mapping and determine if there are invariant lines.

(2 -4)
(-3 3) is the mapping.

Homework Equations


det (L-λI)=0


The Attempt at a Solution


L-λI=
(2-λ -4)
(-3 3-λ)

det(L-λI)=0=ac-bd=(3-λ)(2-λ)-12
.: (3-λ)(2-λ)=12
6-3λ-2λ+λ2 -12=0
λ2-5λ-6=0
λ=-6 and 1

but the answer is supposed to be -1 and 6.
Also, since there are 2 eigenvalues, I'm guessing that means that there are 2 invariant lines. How do we find these 2 invariant lines?
 
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Luscinia said:

Homework Statement


Find the eigen values of the following mapping and determine if there are invariant lines.

(2 -4)
(-3 3) is the mapping.

Homework Equations


det (L-λI)=0


The Attempt at a Solution


L-λI=
(2-λ -4)
(-3 3-λ)

det(L-λI)=0=ac-bd=(3-λ)(2-λ)-12
.: (3-λ)(2-λ)=12
6-3λ-2λ+λ2 -12=0
λ2-5λ-6=0
λ=-6 and 1

but the answer is supposed to be -1 and 6.
Also, since there are 2 eigenvalues, I'm guessing that means that there are 2 invariant lines. How do we find these 2 invariant lines?

Now, \lambda^2 -5\lambda -6 =0 looks like the right equation. Now, you need to solve for \lambda. YOu can do this one of two (or both) ways: factor or use the quadratic formula. Using what you wrote would imply that (\lambda - (-6))(\lambda - 1)=\lambda^2 - 5\lambda -6, but this isn't true. Remember, in factorisation, the factors are of the form (\lambda - a) where a is the root.
 
Luscinia said:

Homework Statement


Find the eigen values of the following mapping and determine if there are invariant lines.
Well, first, eigenvalues are numbers not lines so this is not true. I expect that you mean that the lines in the direction of the eigenvectors are invariant.

(2 -4)
(-3 3) is the mapping.

Homework Equations


det (L-λI)=0

The Attempt at a Solution


L-λI=
(2-λ -4)
(-3 3-λ)

det(L-λI)=0=ac-bd=(3-λ)(2-λ)-12
.: (3-λ)(2-λ)=12
6-3λ-2λ+λ2 -12=0
λ2-5λ-6=0
λ=-6 and 1

but the answer is supposed to be -1 and 6.
Yes, that's because -6 and 1 are incorrect. (-6)^2- 5(-6)- 6= 36+ 30- 6= 60, not 0. And (1)^2- 5(1)- 6= 1- 5- 6= -10, not 0. How did you get -6 and 1?

Also, since there are 2 eigenvalues, I'm guessing that means that there are 2 invariant lines. How do we find these 2 invariant lines?
No reason to guess. Distinct eigenvalues correspond to independent eigenvectors and those give the two lines. Do you understand the definition of "eigenvalue"?

A number \lambda is an eigenvalue of an operator, T, if and only if there exist a non-zero vector, v, such that Tv= \lambda v. Saying that -1 is an eigenvalue means there is a vector
\begin{bmatrix}x \\ y \end{bmatrix}
so that
\begin{bmatrix}2 & -4 \\ -3 & 3\end{bmatrix}\begin{bmatrix}x \\ y\end{bmatrix}= \begin{bmatrix}-x \\ -y\end{bmatrix}

Multiplying on the left will give two equations for x and y. Of course x= y= 0 is a solution so there will be a non-zero solution only if those two equations are dependent and, in that case, there will be an infinite number of solutions- all vectors pointing in the same direction and so defining a line.
 

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