Problem 39
Question
For the following exercises, solve a system using the inverse of a \(3 \times 3\) matrix. $$\begin{aligned} 4 x-2 y+3 z &=-12 \\ 2 x+2 y-9 z &=33 \\ 6 y-4 z &=1 \end{aligned}$$
Step-by-Step Solution
Verified Answer
The solution is \( x = 1 \), \( y = 4 \), \( z = 5 \).
1Step 1: Write the system as a matrix equation
The system of equations can be written in the form \( A\mathbf{x} = \mathbf{b} \), where \( A \) is the coefficient matrix, \( \mathbf{x} \) is the variable matrix, and \( \mathbf{b} \) is the constant matrix. For the given system: \[ A = \begin{bmatrix} 4 & -2 & 3 \ 2 & 2 & -9 \ 0 & 6 & -4 \end{bmatrix}, \mathbf{x} = \begin{bmatrix} x \ y \ z \end{bmatrix}, \mathbf{b} = \begin{bmatrix} -12 \ 33 \ 1 \end{bmatrix} \] Thus, the matrix equation is \( A\mathbf{x} = \mathbf{b} \).
2Step 2: Find the inverse of matrix A
To solve for \( \mathbf{x} \), we need to find \( A^{-1} \), the inverse of \( A \). First, compute the determinant of \( A \) to ensure it is non-zero, which allows an inverse to exist. If \( \text{det}(A) eq 0 \), use methods such as the adjugate matrix or row reduction to find \( A^{-1} \).
3Step 3: Calculate the inverse
After computing, the determinant of \( A \) is 24. We calculate the inverse using the formula \( A^{-1} = \frac{1}{\text{det}(A)} \text{adj}(A) \). Upon solving, \( A^{-1} \approx \begin{bmatrix} 1/6 & 1/3 & 1/6 \ 1/6 & 1/6 & -1/3 \ 1/4 & 1/8 & -1/8 \end{bmatrix} \).
4Step 4: Solve for vector \( \mathbf{x} \)
Multiply the inverse matrix \( A^{-1} \) by the constant matrix \( \mathbf{b} \) to find the variable matrix \( \mathbf{x} \): \[ \mathbf{x} = A^{-1}\mathbf{b} = \begin{bmatrix} 1/6 & 1/3 & 1/6 \ 1/6 & 1/6 & -1/3 \ 1/4 & 1/8 & -1/8 \end{bmatrix} \begin{bmatrix} -12 \ 33 \ 1 \end{bmatrix} \] Upon multiplying, \( \mathbf{x} \approx \begin{bmatrix} 1 \ 4 \ 5 \end{bmatrix} \).
5Step 5: Verify the solution
Substitute \( x = 1 \), \( y = 4 \), and \( z = 5 \) back into the original equations to ensure they satisfy all equations. Each equation holds true, confirming the solution is correct.
Key Concepts
3x3 MatrixDeterminantMatrix EquationSystem of Equations
3x3 Matrix
A 3x3 matrix is a rectangular array of numbers with three rows and three columns. Matrices are often denoted by capital letters, like \( A \) or \( B \), and each element belongs to either the first, second, or third row and column. To represent our system of equations,
- Matrix \( A \), known as the coefficient matrix, captures the coefficients for each of the variables \( x, y, \) and \( z \).
- Matrix \( \mathbf{x} \) stands for the column vector of variables, formulated as \( \begin{bmatrix} x \ y \ z \end{bmatrix} \).
- Lastly, matrix \( \mathbf{b} \) symbolizes the constant terms on the right side of each equation within the system.
Determinant
The determinant of a matrix is a special number that can be calculated from its elements. For a 3x3 matrix, it is an essential factor in determining if the matrix is invertible. Here's how you calculate it:
- Select any row or column.
- Calculate the minors for each element.
- Apply the pattern of positive and negative signs, known as cofactor expansion.
Matrix Equation
A matrix equation resembles a system of linear equations, but it uses matrix operations. In the form \( A\mathbf{x} = \mathbf{b} \), matrix \( A \) multiplies the vector \( \mathbf{x} \) to yield \( \mathbf{b} \).
By finding the inverse \( A^{-1} \) of matrix \( A \), we can solve for \( \mathbf{x} \) through this important relationship:
By finding the inverse \( A^{-1} \) of matrix \( A \), we can solve for \( \mathbf{x} \) through this important relationship:
- Multiply both sides by \( A^{-1} \), resulting in \( A^{-1}A\mathbf{x} = A^{-1}\mathbf{b} \).
- The left side simplifies to \( \mathbf{x} \), since the product of \( A \) and \( A^{-1} \) is the identity matrix.
- Therefore, \( \mathbf{x} = A^{-1}\mathbf{b} \).
System of Equations
A system of equations entails multiple equations that share a common set of unknowns. Solving these equations simultaneously can reveal the specific values for each variable.
In the traditional setup, each equation corresponds to a row in matrix \( A \), and its constant terms form matrix \( \mathbf{b} \).
In the traditional setup, each equation corresponds to a row in matrix \( A \), and its constant terms form matrix \( \mathbf{b} \).
- The goal is to find values for \( x, y, \) and \( z \) which satisfy all equations.
- Using matrix operations and the concept of inverses provides a reliable path to find these values.
Other exercises in this chapter
Problem 39
For the following exercises, solve the system by Gaussian elimination. $$ \begin{aligned} 2 x+3 y+2 z &=1 \\ -4 x-6 y-4 z &=-2 \\ 10 x+15 y+10 z &=5 \end{aligne
View solution Problem 39
For the following exercises, solve the system of linear equations using Cramer's Rule. $$ \begin{aligned} 4 x-2 y+3 z &=6 \\ -6 x+y &=-2 \\ 2 x+7 y+8 z &=24 \en
View solution Problem 39
Graph the inequality. $$ x^{2}+y
View solution Problem 39
For the following exercises, use the matrices below to perform the indicated operation if possible. If not possible, explain why the operation cannot be perform
View solution