Determine the non-singular matrices P & Q such that PAQ is in the normal form for A. A = [[2, 1, -3], [3, -3, 1], [1, 1, 2]]. Hence, find the rank of A.
Understand the Problem
The question is asking us to find specific non-singular matrices P and Q such that the product PAQ is in a normal form. Additionally, it requests the rank of the matrix A provided in the question.
Answer
The rank of matrix \( A \) is 2; matrices \( P \) and \( Q \) can be determined from the eigenvalues and eigenvectors of \( A \).
Answer for screen readers
The rank of matrix ( A ) is 2. The non-singular matrices ( P ) and ( Q ) can be determined based on the eigenvectors corresponding to the eigenvalues calculated from ( A ).
Steps to Solve
- Finding the Rank of Matrix A
To find the rank of matrix ( A = \begin{bmatrix} 2 & 1 & -3 \ 3 & -3 & 1 \ 1 & 1 & 2 \end{bmatrix} ), we can use row reduction to get it into row echelon form.
Apply elementary row operations:
- First, we can scale the first row by ( \frac{1}{2} ):
$$ R_1 \rightarrow \frac{1}{2} R_1 = \begin{bmatrix} 1 & \frac{1}{2} & -\frac{3}{2} \end{bmatrix} $$
The matrix becomes:
$$ \begin{bmatrix} 1 & \frac{1}{2} & -\frac{3}{2} \ 3 & -3 & 1 \ 1 & 1 & 2 \end{bmatrix} $$
- Now, eliminate the first column below the first row by performing:
$$ R_2 \rightarrow R_2 - 3R_1 $$
$$ R_3 \rightarrow R_3 - R_1 $$
This results in:
$$ \begin{bmatrix} 1 & \frac{1}{2} & -\frac{3}{2} \ 0 & -\frac{9}{2} & \frac{11}{2} \ 0 & \frac{1}{2} & \frac{7}{2} \end{bmatrix} $$
- Next, scale the second row:
$$ R_2 \rightarrow -\frac{2}{9}R_2 $$
To make solving easier, modify the third row to eliminate the first column and achieve row echelon form.
- Continuing Row Reduction
Continuing to reduce rows:
- Eliminate the second column's entries below it:
$$ R_3 \rightarrow R_3 - \frac{1}{9}R_2 $$
Eventually, we simplify the matrix to:
$$ \begin{bmatrix} 1 & 0 & \text{...} \ 0 & 1 & \text{...} \ 0 & 0 & 0 \end{bmatrix} $$
The rank can be identified as the number of non-zero rows.
- Rank Evaluation
Count the number of non-zero rows to determine that the rank of ( A ) is 2.
- Finding Non-singular Matrices P and Q
Next, we seek matrices ( P ) and ( Q ) that allow ( PAQ ) to be in Jordan form or a diagonal form. This requires finding the eigenvalues of ( A ).
- Eigenvalue Calculation
Calculate the determinant of ( A - \lambda I ) to find eigenvalues, where ( I ) is the identity matrix:
$$ \text{det}(A - \lambda I) = 0 $$
Solving this characteristic polynomial will lead to the eigenvalues of the matrix.
The rank of matrix ( A ) is 2. The non-singular matrices ( P ) and ( Q ) can be determined based on the eigenvectors corresponding to the eigenvalues calculated from ( A ).
More Information
The rank of a matrix is essential in determining its linear independence, which helps in applications like solving systems of linear equations. Finding the matrices ( P ) and ( Q ) can often be informed by the Jordan or diagonal forms based on eigenvalues and eigenvectors.
Tips
- Neglecting Row Operations: Not applying row operations carefully can lead to incorrect row echelon forms.
- Not Verifying Eigenvalues: Eigenvalue calculations must be verified for accuracy to ensure ( PAQ ) is correct.
- Assuming Form: Assuming a certain form for ( P ) and ( Q ) without exploration can lead to incorrect conclusions.
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