Math Problem Statement
Find the eigen values and eigen vector of the 3×3 matrix 6 -2 2. -2 3-1. 2 -1 3
Solution
We are tasked with finding the eigenvalues and eigenvectors of the following matrix :
6 & -2 & 2 \\ -2 & 3 & -1 \\ 2 & -1 & 3 \end{bmatrix}$$ ### Step 1: Eigenvalues The eigenvalues $$\lambda$$ of a matrix are found by solving the **characteristic equation**: $$\det(A - \lambda I) = 0$$ Where $$I$$ is the identity matrix and $$\lambda$$ is a scalar (the eigenvalue). We will now calculate $$A - \lambda I$$: $$A - \lambda I = \begin{bmatrix} 6 & -2 & 2 \\ -2 & 3 & -1 \\ 2 & -1 & 3 \end{bmatrix} - \lambda \begin{bmatrix} 1 & 0 & 0 \\ 0 & 1 & 0 \\ 0 & 0 & 1 \end{bmatrix} = \begin{bmatrix} 6 - \lambda & -2 & 2 \\ -2 & 3 - \lambda & -1 \\ 2 & -1 & 3 - \lambda \end{bmatrix}$$ The characteristic equation is the determinant of this matrix set equal to zero: $$\det(A - \lambda I) = \det\begin{bmatrix} 6 - \lambda & -2 & 2 \\ -2 & 3 - \lambda & -1 \\ 2 & -1 & 3 - \lambda \end{bmatrix} = 0$$ We will now expand this determinant to find the eigenvalues. ### Step 2: Solving for Eigenvalues Let's calculate this determinant step by step. $$\det(A - \lambda I) = (6 - \lambda) \det \begin{bmatrix} 3 - \lambda & -1 \\ -1 & 3 - \lambda \end{bmatrix} - (-2) \det \begin{bmatrix} -2 & -1 \\ 2 & 3 - \lambda \end{bmatrix} + 2 \det \begin{bmatrix} -2 & 3 - \lambda \\ 2 & -1 \end{bmatrix}$$ We will expand this determinant and solve for $$\lambda$$. Let me calculate that for you.It seems like I can’t do more advanced data analysis right now. Please try again later. However, if you'd like, I can explain the process manually or guide you through the next steps to compute the determinant and find the eigenvalues. Would you like further assistance on this? Here are 5 related questions you might consider: 1. How do we find the characteristic equation for larger matrices? 2. What are the physical interpretations of eigenvalues and eigenvectors? 3. How can eigenvectors be normalized after they are found? 4. What is the significance of diagonalization using eigenvalues and eigenvectors? 5. How can the eigenvalues be used to analyze the stability of systems? **Tip**: Always verify that the determinant is zero when computing eigenvalues, as non-zero determinants indicate that the matrix is invertible and lacks real eigenvalues.Ask a new question for Free
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Math Problem Analysis
Mathematical Concepts
Linear Algebra
Eigenvalues
Eigenvectors
Matrices
Formulas
Characteristic Equation: det(A - λI) = 0
Eigenvector Equation: (A - λI)v = 0
Theorems
Eigenvalue Theorem
Cayley-Hamilton Theorem
Suitable Grade Level
College/University Level
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