Problem 31
Question
Verify the identity for $$ A=\left[\begin{array}{ll} a & b \\ c & d \end{array}\right], \quad B=\left[\begin{array}{ll} p & q \\ r & s \end{array}\right], \quad C=\left[\begin{array}{ll} w & x \\ y & z \end{array}\right] $$ and real numbers \(m\) and \(n\). $$ m(A+B)=m A+m B $$
Step-by-Step Solution
Verified Answer
The identity \(m(A+B) = mA + mB\) holds after comparing both expressions.
1Step 1: Understand the Matrix Addition Property
In matrix operations, the property \((A + B)\) represents the matrix obtained by adding corresponding elements of matrices \(A\) and \(B\). For matrices of the same dimension, this operation will yield another matrix of the same dimension.
2Step 2: Define the Scalar Multiplication
The operation \(m(A + B)\) involves multiplying each element of the resulting matrix \((A + B)\) by the scalar \(m\). Similarly, the expression \((mA + mB)\) involves multiplying each element of matrices \(A\) and \(B\) by \(m\) individually, yielding two separate matrices which are then added.
3Step 3: Perform Element-wise Operations
Calculate \((A + B)\). \(A + B = \begin{bmatrix} a+p & b+q \ c+r & d+s \end{bmatrix}\). Now, multiply \(m\) across this matrix: \(m(A + B) = \begin{bmatrix} m(a+p) & m(b+q) \ m(c+r) & m(d+s) \end{bmatrix}\).
4Step 4: Apply Scalar Multiplication Individually
Multiply matrix \(A\) by the scalar \(m\): \(mA = \begin{bmatrix} ma & mb \ mc & md \end{bmatrix}\).Multiply matrix \(B\) by the scalar \(m\): \(mB = \begin{bmatrix} mp & mq \ mr & ms \end{bmatrix}\).
5Step 5: Add Scaled Matrices
Add the two scaled matrices from Step 4:\[mA + mB = \begin{bmatrix} ma+mp & mb+mq \ mc+mr & md+ms \end{bmatrix}\].
6Step 6: Verify the Original Equation Holds
Compare the results of Step 3 and Step 5:For \(m(A+B)\), we have \(\begin{bmatrix} m(a+p) & m(b+q) \ m(c+r) & m(d+s) \end{bmatrix}\), which equals \( \begin{bmatrix} ma + mp & mb + mq \ mc + mr & md + ms \end{bmatrix}\).The matrices are equal, verifying the identity \(m(A+B) = mA + mB\).
Key Concepts
Matrix AdditionScalar MultiplicationMatrix Identity Verification
Matrix Addition
Matrix addition is one of the fundamental operations in matrix algebra. It involves combining two matrices of the same dimensions by adding their corresponding elements. This operation is only defined when both matrices have the same number of rows and columns. So, if you have matrices \(A\) and \(B\), each with dimensions \(m \times n\), the resulting matrix \(A + B\) will also have dimensions \(m \times n\).
- The element at the first row and first column of \(A + B\) will be the sum of the first row and first column elements of \(A\) and \(B\), respectively.
- This process applies to all elements in the matrices, ensuring that you add each element of \(A\) to the respective element of \(B\).
Scalar Multiplication
Scalar multiplication in matrix algebra refers to the operation of multiplying every element within a matrix by a scalar (a real number). This operation transforms the matrix by scaling each of its elements, effectively stretching or shrinking it proportionally.
- If you multiply a matrix \(A\) by a scalar \(m\), every element in \(A\) is multiplied by \(m\).
- For instance, for a matrix \(A = \begin{bmatrix} a & b \ c & d \end{bmatrix}\), scalar multiplication by \(m\) results in \(mA = \begin{bmatrix} ma & mb \ mc & md \end{bmatrix}\).
Matrix Identity Verification
Matrix identity verification involves confirming certain algebraic identities or properties hold true for matrix operations. In this context, it's crucial for ensuring that operations produce expected results.
- For the identity \(m(A + B) = mA + mB\), you need to perform calculations to compare both sides of the equation.
- Start by calculating \(A + B\) and then multiply by the scalar \(m\).
- Individually multiply each matrix, \(A\) and \(B\), by the scalar \(m\) before adding the results.
Other exercises in this chapter
Problem 30
A 300-gallon water storage tank is filled by a single inlet pipe, and two identical outlet pipes can be used to supply water to the surrounding fields (see the
View solution Problem 31
Use properties of determinants to show that the following is an equation of a line through the points \(\left(x_{1}, y_{1}\right)\) and \(\left(x_{2}, y_{2}\rig
View solution Problem 31
Blending coffees A shop specializes in preparing blends of gourmet coffees. From Colombian, Costa Rican, and Kenyan coffees, the owner wishes to prepare 1-pound
View solution Problem 31
$$ \left\\{\begin{array}{r} x^{2}+z^{2}=5 \\ 2 x+y=1 \\ y+z=1 \end{array}\right. $$
View solution