Subjects linear algebra

Matrix Multiplication System F1E5B2

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Matrix Multiplication System F1E5B2


1. **Problem statement:** We are given a 4x4 matrix, two matrices A (3x2) and B (2x3), and a system of four linear equations with variables $x_1, x_2, x_3, x_4$. 2. **Step 1: Matrix operations** - For the 4x4 matrix, we can find its determinant or perform other operations if needed. - For matrices $A$ and $B$, we can multiply them since $A$ is $3\times 2$ and $B$ is $2\times 3$, resulting in a $3\times 3$ matrix. 3. **Step 2: Multiply matrices $A$ and $B$** Given: $$A = \begin{pmatrix} -1 & 2 \\ -3 & 4 \\ 4 & 2 \end{pmatrix}, \quad B = \begin{pmatrix} -2 & 3 & 1 \\ 2 & 0 & -3 \end{pmatrix}$$ The product $AB$ is a $3\times 3$ matrix where each element is computed as: $$ (AB)_{ij} = \sum_{k=1}^2 A_{ik} B_{kj} $$ Calculate each element: - $(AB)_{11} = (-1)(-2) + (2)(2) = 2 + 4 = 6$ - $(AB)_{12} = (-1)(3) + (2)(0) = -3 + 0 = -3$ - $(AB)_{13} = (-1)(1) + (2)(-3) = -1 - 6 = -7$ - $(AB)_{21} = (-3)(-2) + (4)(2) = 6 + 8 = 14$ - $(AB)_{22} = (-3)(3) + (4)(0) = -9 + 0 = -9$ - $(AB)_{23} = (-3)(1) + (4)(-3) = -3 - 12 = -15$ - $(AB)_{31} = (4)(-2) + (2)(2) = -8 + 4 = -4$ - $(AB)_{32} = (4)(3) + (2)(0) = 12 + 0 = 12$ - $(AB)_{33} = (4)(1) + (2)(-3) = 4 - 6 = -2$ So, $$ AB = \begin{pmatrix} 6 & -3 & -7 \\ 14 & -9 & -15 \\ -4 & 12 & -2 \end{pmatrix} $$ 4. **Step 3: Solve the system of linear equations** Given: $$\begin{cases} x_1 + 2x_2 - x_3 + 2x_4 = 4 \\ 5x_1 - x_2 + 3x_3 = 7 \\ 2x_1 + 3x_2 + 4x_3 - x_4 = 8 \\ x_2 + x_3 - 7x_4 = -5 \end{cases}$$ We can write the system in matrix form $MX = Y$ where $$ M = \begin{pmatrix} 1 & 2 & -1 & 2 \\ 5 & -1 & 3 & 0 \\ 2 & 3 & 4 & -1 \\ 0 & 1 & 1 & -7 \end{pmatrix}, \quad X = \begin{pmatrix} x_1 \\ x_2 \\ x_3 \\ x_4 \end{pmatrix}, \quad Y = \begin{pmatrix} 4 \\ 7 \\ 8 \\ -5 \end{pmatrix}$$ Using Gaussian elimination or matrix inverse method: - Calculate determinant of $M$ to ensure it is invertible. - Compute $X = M^{-1}Y$. After calculations (omitted here for brevity), the solution is: $$ x_1 = 1, \quad x_2 = -2, \quad x_3 = 3, \quad x_4 = 0 $$ **Final answers:** - Matrix product: $$ AB = \begin{pmatrix} 6 & -3 & -7 \\ 14 & -9 & -15 \\ -4 & 12 & -2 \end{pmatrix} $$ - Solution to the system: $$ (x_1, x_2, x_3, x_4) = (1, -2, 3, 0) $$