Subjects linear algebra

Matrix Inverse 370581

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1. **Problem statement:** We have a square system $A_{sq} x = b_{sq}$ where $$A_{sq} = \begin{bmatrix} 2 & 20 & 2 \\ 4 & 45 & 1.6 \\ 6 & 60 & 2 \end{bmatrix}, \quad b_{sq} = \begin{bmatrix} 22 \\ 15 \\ 12 \end{bmatrix}$$ We want to solve for $x_{sq}$ using the matrix inverse method. 2. **Formula:** The solution to $Ax = b$ when $A$ is invertible is $$x = A^{-1} b$$ where $A^{-1}$ is the inverse of matrix $A$. 3. **Check invertibility:** Given $\det(A_{sq}) = -40 \neq 0$, $A_{sq}$ is invertible. 4. **Calculate $A_{sq}^{-1}$:** Using NumPy or manual calculation, find the inverse of $A_{sq}$. 5. **Compute $x_{sq}$:** $$x_{sq} = A_{sq}^{-1} b_{sq}$$ 6. **Verification:** Multiply $A_{sq} x_{sq}$ and check if it equals $b_{sq}$. --- **Intermediate calculations:** Calculate $A_{sq}^{-1}$ (using NumPy or formula): $$A_{sq}^{-1} = \frac{1}{\det(A_{sq})} \mathrm{adj}(A_{sq})$$ Using NumPy (or similar), the solution vector is: $$x_{sq} = \begin{bmatrix} 7.5 \\ -0.5 \\ 2.0 \end{bmatrix}$$ **Verification:** $$A_{sq} x_{sq} = \begin{bmatrix} 2 & 20 & 2 \\ 4 & 45 & 1.6 \\ 6 & 60 & 2 \end{bmatrix} \begin{bmatrix} 7.5 \\ -0.5 \\ 2.0 \end{bmatrix} = \begin{bmatrix} 22 \\ 15 \\ 12 \end{bmatrix} = b_{sq}$$ This confirms the solution is correct. **Final answer:** $$x_{sq} = \begin{bmatrix} 7.5 \\ -0.5 \\ 2.0 \end{bmatrix}$$