Math Problem Statement

Find the eigenvalues of 3A^3 + 5A^2 - 6A + 2I where A = [[1, 2, -3], [0, 3, 2], [0, 0, 2]]

Solution

The problem requires finding the eigenvalues of the matrix expression 3A3+5A26A+2I3A^3 + 5A^2 - 6A + 2I, where AA is a given 3x3 matrix:

A=[123032002]A = \begin{bmatrix} 1 & 2 & -3 \\ 0 & 3 & 2 \\ 0 & 0 & 2 \end{bmatrix}

We will approach this step-by-step:

  1. Step 1: Eigenvalues of matrix AA: First, we need to compute the eigenvalues of matrix AA, as they will help simplify the calculation of the given matrix expression.

  2. Step 2: Use eigenvalues of AA: If λ\lambda is an eigenvalue of AA, then for the matrix expression 3A3+5A26A+2I3A^3 + 5A^2 - 6A + 2I, the corresponding eigenvalue will be:

    3λ3+5λ26λ+23\lambda^3 + 5\lambda^2 - 6\lambda + 2

Let me first calculate the eigenvalues of matrix AA. I'll proceed with this calculation now.The eigenvalues of matrix AA are λ1=1\lambda_1 = 1, λ2=3\lambda_2 = 3, and λ3=2\lambda_3 = 2.

Next, for each eigenvalue λ\lambda, we compute the corresponding eigenvalue of the matrix expression 3A3+5A26A+2I3A^3 + 5A^2 - 6A + 2I using the formula:

3λ3+5λ26λ+23\lambda^3 + 5\lambda^2 - 6\lambda + 2

I'll now calculate this for λ1=1\lambda_1 = 1, λ2=3\lambda_2 = 3, and λ3=2\lambda_3 = 2.The eigenvalues of the matrix expression 3A3+5A26A+2I3A^3 + 5A^2 - 6A + 2I are:

  • For λ1=1\lambda_1 = 1: eigenvalue = 44
  • For λ2=3\lambda_2 = 3: eigenvalue = 110110
  • For λ3=2\lambda_3 = 2: eigenvalue = 3434

These are the eigenvalues of the given matrix expression.

Would you like further clarification or any additional details?

Here are 5 related questions to explore further:

  1. How are eigenvalues related to matrix transformations?
  2. Can we find eigenvectors associated with these eigenvalues?
  3. What is the significance of the identity matrix in this context?
  4. How does matrix exponentiation (like A2A^2 and A3A^3) affect its eigenvalues?
  5. How can we use the characteristic polynomial to directly find eigenvalues?

Tip: Eigenvalues provide insights into the stability and behavior of a system, especially in linear transformations and differential equations.

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Math Problem Analysis

Mathematical Concepts

Linear Algebra
Eigenvalues
Matrices

Formulas

Eigenvalue of 3A^3 + 5A^2 - 6A + 2I: 3λ^3 + 5λ^2 - 6λ + 2
Eigenvalue formula for matrices: det(A - λI) = 0

Theorems

Eigenvalue Theorem
Matrix Polynomial

Suitable Grade Level

Undergraduate Linear Algebra