Problem 19
Question
In Exercises \(17-26,\) let $$ A=\left[\begin{array}{rr} -3 & -7 \\ 2 & -9 \\ 5 & 0 \end{array}\right] \text { and } B=\left[\begin{array}{rr} -5 & -1 \\ 0 & 0 \\ 3 & -4 \end{array}\right] $$ Solve each matrix equation for \(X\). $$ 2 X+A=B $$
Step-by-Step Solution
Verified Answer
The solution matrix X is \[X=\left[\begin{array}{rr} -1 & 3 \ -1 & 4.5 \ -1 & -2 \end{array}\right]\]
1Step 1: Analyze the given equation
The given equation is \(2X + A = B\). The objective is to solve for X, which implies isolating X on one side of the equation.
2Step 2: Initialize the given matrices
Matrix A is \[A=\left[\begin{array}{rr} -3 & -7 \ 2 & -9 \ 5 & 0 \end{array}\right]\]. And Matrix B is \[B=\left[\begin{array}{rr} -5 & -1 \ 0 & 0 \ 3 & -4 \end{array}\right]\]
3Step 3: Isolate X
Solving for X, we get \(X = (B - A) / 2\). This is achieved by moving matrix A to the other side of the equation (which changes the sign), and then dividing both sides of the equation by 2.
4Step 4: Perform matrix subtraction
First, subtract matrix A from matrix B element-wise to get another matrix (let’s say C). So, \(C = B - A\). This gives: \[C=\left[\begin{array}{rr} -5 - (-3) & -1 - (-7) \ 0 - 2 & 0 - (-9) \ 3 - 5 & -4 - 0 \end{array}\right] = \left[\begin{array}{rr} -2 & 6 \ -2 & 9 \ -2 & -4 \end{array}\right]\]
5Step 5: Divide by the scalar
Finally, divide every element of the resulting matrix C by 2, since \(2X = C\) according to the formulation of our problem. Now, \(X = C / 2 = \left[\begin{array}{rr} -2 / 2 & 6 / 2 \ -2 / 2 & 9 / 2 \ -2 / 2 & -4 / 2 \end{array}\right]\). This gives us the matrix X: \[X=\left[\begin{array}{rr} -1 & 3 \ -1 & 4.5 \ -1 & -2 \end{array}\right]\]
Key Concepts
Matrix SubtractionMatrix DivisionScalar MultiplicationElement-wise Operations
Matrix Subtraction
Matrix subtraction involves subtracting one matrix from another. It is an element-wise operation, meaning each element of the first matrix is subtracted from the corresponding element of the second matrix. To perform matrix subtraction, both matrices must have the same dimensions.
Here's how it works using the matrices from our exercise:
Here's how it works using the matrices from our exercise:
- Matrix A: \[\begin{bmatrix} -3 & -7 \2 & -9 \5 & 0 \end{bmatrix}\]
- Matrix B: \[\begin{bmatrix} -5 & -1 \0 & 0 \3 & -4 \end{bmatrix}\]
- To find \( B - A \), subtract each element of A from the corresponding element of B:\[\begin{bmatrix} -5 - (-3) & -1 - (-7) \0 - 2 & 0 - (-9) \3 - 5 & -4 - 0 \end{bmatrix} = \begin{bmatrix} -2 & 6 \-2 & 9 \-2 & -4 \end{bmatrix}\]
Matrix Division
Matrix division, unlike matrix subtraction, is not a straightforward element-wise operation. Instead, it refers to processes like matrix inversion or scalar division. In our exercise, we essentially perform scalar division on each element.
It's important to note:
It's important to note:
- Matrix division does not mean dividing one matrix by another.
- Handling matrices with division often involves manipulating the entire matrix by a scalar value.
Scalar Multiplication
Scalar multiplication involves multiplying each element of a matrix by a scalar value (a single number, not another matrix). This is a simple operation, yet powerful when transforming matrices.
In our exercise, we rearranged the equation from \( 2X + A = B \) to find \( C = 2X \). Hence, every element in the matrix C was divided by 2 to find the original matrix X:
In our exercise, we rearranged the equation from \( 2X + A = B \) to find \( C = 2X \). Hence, every element in the matrix C was divided by 2 to find the original matrix X:
- Consider matrix C:\[\begin{bmatrix} -2 & 6 \-2 & 9 \-2 & -4 \end{bmatrix}\]
- Perform scalar multiplication by dividing each element by 2:\[\frac{1}{2} \times \begin{bmatrix} -2 & 6 \-2 & 9 \-2 & -4 \end{bmatrix} = \begin{bmatrix} -1 & 3 \-1 & 4.5 \-1 & -2 \end{bmatrix}\]
Element-wise Operations
Element-wise operations refer to conducting arithmetic operations on corresponding elements of matrices. This is seen often in matrices with the same dimensions.
In element-wise operations:
In element-wise operations:
- Each element in the first matrix directly interacts with the corresponding element of the second matrix.
- Operations conducted include addition, subtraction, multiplication, and division.
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