Math Problem Statement
What are the eigenvectors?
Solution
Let's find the eigenvectors corresponding to the eigenvalues and .
Step 1: Eigenvector for
We need to solve the equation:
Substituting into the matrix:
Now, we solve the system:
This leads to the following two equations:
(-1 - 2i)v_{11} - 5v_{12} = 0 \\ v_{11} + (1 - 2i)v_{12} = 0 \end{cases}$$ From the first equation: $$v_{11} = \frac{-5v_{12}}{-1-2i} = \frac{5v_{12}}{1+2i}$$ To simplify $$\frac{5}{1+2i}$$, multiply numerator and denominator by the complex conjugate of the denominator: $$\frac{5}{1+2i} \cdot \frac{1-2i}{1-2i} = \frac{5(1-2i)}{(1+2i)(1-2i)} = \frac{5(1-2i)}{1 + 4} = \frac{5 - 10i}{5} = 1 - 2i$$ So, $$v_{11} = (1 - 2i)v_{12}$$ Thus, the eigenvector corresponding to $$\lambda_1 = 2 + 2i$$ can be written as: $$\mathbf{v}_1 = v_{12} \begin{pmatrix} 1 - 2i \\ 1 \end{pmatrix}$$ For simplicity, let $$v_{12} = 1$$. Then the eigenvector is: $$\mathbf{v}_1 = \begin{pmatrix} 1 - 2i \\ 1 \end{pmatrix}$$ ### Step 2: Eigenvector for $$\lambda_2 = 2 - 2i$$ Similarly, for $$\lambda_2 = 2 - 2i$$, we solve: $$(A - \lambda_2 I) \mathbf{v}_2 = 0$$ Substituting $$\lambda_2 = 2 - 2i$$ into the matrix: $$A - \lambda_2 I = \begin{pmatrix} 1-(2-2i) & -5 \\ 1 & 3-(2-2i) \end{pmatrix} = \begin{pmatrix} -1+2i & -5 \\ 1 & 1+2i \end{pmatrix}$$ Now, solve the system: $$\begin{pmatrix} -1+2i & -5 \\ 1 & 1+2i \end{pmatrix} \begin{pmatrix} v_{21} \\ v_{22} \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \end{pmatrix}$$ From the first equation: $$v_{21} = \frac{-5v_{22}}{-1+2i} = \frac{5v_{22}}{1-2i}$$ Simplifying $$\frac{5}{1-2i}$$: $$\frac{5}{1-2i} \cdot \frac{1+2i}{1+2i} = \frac{5(1+2i)}{(1-2i)(1+2i)} = \frac{5(1+2i)}{1 + 4} = \frac{5 + 10i}{5} = 1 + 2i$$ So, $$v_{21} = (1 + 2i)v_{22}$$ Thus, the eigenvector corresponding to $$\lambda_2 = 2 - 2i$$ is: $$\mathbf{v}_2 = v_{22} \begin{pmatrix} 1 + 2i \\ 1 \end{pmatrix}$$ For simplicity, let $$v_{22} = 1$$. Then the eigenvector is: $$\mathbf{v}_2 = \begin{pmatrix} 1 + 2i \\ 1 \end{pmatrix}$$ ### Summary - The eigenvector corresponding to $$\lambda_1 = 2 + 2i$$ is $$\mathbf{v}_1 = \begin{pmatrix} 1 - 2i \\ 1 \end{pmatrix}$$. - The eigenvector corresponding to $$\lambda_2 = 2 - 2i$$ is $$\mathbf{v}_2 = \begin{pmatrix} 1 + 2i \\ 1 \end{pmatrix}$$. Do you have any more questions or need further clarification? Here are 5 related questions: 1. How do eigenvectors help in solving systems of differential equations? 2. What is the significance of complex eigenvectors in the solution? 3. How do you interpret the real and imaginary parts of the eigenvectors? 4. Can you have multiple linearly independent eigenvectors for a single eigenvalue? 5. How would the solution look if the eigenvalues were purely real? **Tip:** When dealing with complex eigenvalues, it is often helpful to express the solution in terms of real-valued functions using Euler's formula.Ask a new question for Free
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Math Problem Analysis
Mathematical Concepts
Eigenvalues
Eigenvectors
Complex numbers
Matrix operations
Formulas
Eigenvalue equation (A - λI)v = 0
Theorems
-
Suitable Grade Level
Advanced undergraduate level
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