Math Problem Statement
find W(A) and w(A) for 3by 3 matrix
Solution
To find the numerical range and the spectral norm of a matrix , follow these steps:
Given Matrix :
a_{11} & a_{12} & a_{13} \\ a_{21} & a_{22} & a_{23} \\ a_{31} & a_{32} & a_{33} \end{pmatrix}$$ ### Numerical Range $$W(A)$$: The numerical range $$W(A)$$ of a matrix $$A$$ is the set of all complex numbers of the form $$\langle Ax, x \rangle$$ where $$x$$ is a unit vector (i.e., $$\|x\| = 1$$). 1. **Formulation**: $$W(A) = \{ \langle Ax, x \rangle \mid x \in \mathbb{C}^n, \|x\| = 1 \}$$ For a $$3 \times 3$$ matrix, you need to consider unit vectors $$x$$ in $$\mathbb{C}^3$$. 2. **Quadratic Form**: Given $$x = (x_1, x_2, x_3)^T$$, compute $$\langle Ax, x \rangle$$ where: $$\langle Ax, x \rangle = x^* A x = \sum_{i=1}^{3} \sum_{j=1}^{3} \overline{x_i} a_{ij} x_j$$ 3. **Parametrization**: Parametrize $$x$$ on the unit sphere in $$\mathbb{C}^3$$: $$x = \begin{pmatrix} e^{i\theta_1} \cos(\phi) \\ e^{i\theta_2} \sin(\phi) \cos(\psi) \\ e^{i\theta_3} \sin(\phi) \sin(\psi) \end{pmatrix}$$ where $$\theta_1, \theta_2, \theta_3 \in [0, 2\pi)$$, $$\phi \in [0, \pi]$$, and $$\psi \in [0, \pi/2]$$. ### Spectral Norm $$w(A)$$: The spectral norm $$w(A)$$ of a matrix $$A$$ is defined as the largest singular value of $$A$$. 1. **Compute Singular Values**: - Calculate the eigenvalues of $$A^*A$$. - The singular values of $$A$$ are the square roots of these eigenvalues. 2. **Largest Singular Value**: $$w(A) = \sigma_{\max}(A)$$ where $$\sigma_{\max}(A)$$ is the largest singular value of $$A$$. ### Example Calculation Consider the matrix: $$A = \begin{pmatrix} 2 & 1 & 0 \\ 1 & 3 & 1 \\ 0 & 1 & 4 \end{pmatrix}$$ 1. **Numerical Range $$W(A)$$**: - Evaluate $$\langle Ax, x \rangle$$ for unit vectors $$x$$ in $$\mathbb{C}^3$$. 2. **Spectral Norm $$w(A)$$**: - Compute $$A^*A$$: $$A^*A = \begin{pmatrix} 2 & 1 & 0 \\ 1 & 3 & 1 \\ 0 & 1 & 4 \end{pmatrix}^* \begin{pmatrix} 2 & 1 & 0 \\ 1 & 3 & 1 \\ 0 & 1 & 4 \end{pmatrix}$$ - Find the eigenvalues of $$A^*A$$ and their square roots to get the singular values of $$A$$. - Identify the largest singular value. Would you like me to compute these values step-by-step for your specific $$3 \times 3$$ matrix, or do you have a specific matrix in mind? Let me know if you need detailed calculations or have any questions. ### Additional Questions: 1. Do you want to see the step-by-step calculation of $$W(A)$$ for a specific matrix? 2. Would you like to compute the singular values of a specific matrix? 3. Are you interested in the geometric interpretation of the numerical range? 4. Do you need help with another type of matrix norm? 5. Would you like to explore the properties of Hermitian matrices? 6. Do you need assistance with eigenvalues and eigenvectors? 7. Are you interested in applications of numerical range in quantum mechanics? 8. Do you need an explanation of the unitary transformations? ### Tip: When dealing with matrices, always double-check your calculations, especially when computing eigenvalues and singular values, to ensure accuracy.Ask a new question for Free
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Math Problem Analysis
Mathematical Concepts
Numerical Range
Spectral Norm
Matrix Analysis
Formulas
Numerical range definition
Spectral norm definition
Eigenvalue computation
Theorems
Singular value decomposition
Suitable Grade Level
Advanced Undergraduate
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