Finding Eigenvalues and determine if there are invariant lines

In summary, an eigenvalue is a scalar value representing a special property of a linear transformation or matrix, found by solving the characteristic equation. An invariant line is a line that remains unchanged by a linear transformation, and can be determined by finding eigenvectors with corresponding eigenvalues of 0. Finding eigenvalues and invariant lines is important for understanding the behavior of a linear transformation, solving systems of differential equations, analyzing stability, and determining geometric properties.
  • #1
Luscinia
17
0

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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  • #2
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, [itex]\lambda^2 -5\lambda -6 =0[/itex] looks like the right equation. Now, you need to solve for [itex]\lambda[/itex]. YOu can do this one of two (or both) ways: factor or use the quadratic formula. Using what you wrote would imply that [itex](\lambda - (-6))(\lambda - 1)=\lambda^2 - 5\lambda -6[/itex], but this isn't true. Remember, in factorisation, the factors are of the form [itex](\lambda - a)[/itex] where [itex]a[/itex] is the root.
 
  • #3
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. [itex](-6)^2- 5(-6)- 6= 36+ 30- 6= 60[/itex], not 0. And [itex](1)^2- 5(1)- 6= 1- 5- 6= -10[/itex], 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 [itex]\lambda[/itex] is an eigenvalue of an operator, T, if and only if there exist a non-zero vector, v, such that [itex]Tv= \lambda v[/itex]. Saying that -1 is an eigenvalue means there is a vector
[tex]\begin{bmatrix}x \\ y \end{bmatrix}[/tex]
so that
[tex]\begin{bmatrix}2 & -4 \\ -3 & 3\end{bmatrix}\begin{bmatrix}x \\ y\end{bmatrix}= \begin{bmatrix}-x \\ -y\end{bmatrix}[/tex]

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.
 

Related to Finding Eigenvalues and determine if there are invariant lines

1. What is an eigenvalue?

An eigenvalue is a scalar value that represents a special property of a linear transformation or matrix. It is associated with the eigenvector of the transformation or matrix and represents the amount by which the eigenvector is scaled or stretched.

2. How do you find eigenvalues?

To find eigenvalues, you need to set up and solve the characteristic equation, which is the determinant of the matrix minus a scalar value. This equation will give you the possible values of the eigenvalues.

3. What is an invariant line?

An invariant line is a line in a vector space that remains unchanged by a linear transformation. In other words, the linear transformation does not change the direction or position of any points on the line.

4. How can you determine if there are invariant lines?

You can determine if there are invariant lines by finding the eigenvalues and eigenvectors of the linear transformation or matrix. If there are eigenvectors with corresponding eigenvalues of 0, then those eigenvectors will represent invariant lines.

5. Why is finding eigenvalues and invariant lines important?

Finding eigenvalues and invariant lines can help us understand the behavior of a linear transformation or matrix. It can also be useful in solving systems of differential equations, analyzing the stability of a system, and determining the geometric properties of a transformation.

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