Chapter 1: Problem 25
Rewrite the system of equations in matrix form. Find the solution to the linear system by simultaneously manipulating the equations and the matrix. $$ \begin{aligned} -5 x_{1}+\quad 2 x_{3} &=14 \\ x_{2} &=1 \\ -3 x_{1}+\quad x_{3} &=8 \end{aligned} $$
Short Answer
Expert verified
The solution is \(x_1 = -2\), \(x_2 = 1\), \(x_3 = 2\).
Step by step solution
01
Write the System in Augmented Matrix Form
To rewrite the system of equations in matrix form, we first identify the coefficients of each variable in each equation. Recognizing missing variables as having a coefficient of zero, the given system is:Equations:1. \(-5x_1 + 0x_2 + 2x_3 = 14\)2. \(0x_1 + 1x_2 + 0x_3 = 1\)3. \(-3x_1 + 0x_2 + 1x_3 = 8\)Augmented matrix:\[\begin{bmatrix}-5 & 0 & 2 & | & 14 \0 & 1 & 0 & | & 1 \-3 & 0 & 1 & | & 8\end{bmatrix}\]
02
Use Row Operations to Simplify the Matrix
Apply row operations to simplify the matrix to row-echelon form:1. Swap Row 2 and Row 3 to bring the equation with \(x_2\) to the bottom for simplicity:\[\begin{bmatrix}-5 & 0 & 2 & | & 14 \-3 & 0 & 1 & | & 8 \0 & 1 & 0 & | & 1\end{bmatrix}\]2. Multiply Row 1 by \(1/(-5)\) to make the leading coefficient 1:\[\begin{bmatrix}1 & 0 & -2/5 & | & -14/5 \-3 & 0 & 1 & | & 8 \0 & 1 & 0 & | & 1\end{bmatrix}\]3. Add 3 times Row 1 to Row 2 to eliminate the first element in Row 2:\[\begin{bmatrix}1 & 0 & -2/5 & | & -14/5 \0 & 0 & 1/5 & | & 2/5 \0 & 1 & 0 & | & 1\end{bmatrix}\]
03
Solve the Matrix Form of the System
From the simplified matrix, we can read the equations directly:1. \(x_1 - \frac{2}{5}x_3 = -\frac{14}{5}\)2. \(\frac{1}{5}x_3 = \frac{2}{5}\)3. \(x_2 = 1\)From the second equation, solve for \(x_3\):\(x_3 = 2\).Substitute \(x_3 = 2\) into the first equation to solve for \(x_1\):\[x_1 - \frac{2}{5}(2) = -\frac{14}{5}\]\[x_1 - \frac{4}{5} = -\frac{14}{5}\]\[x_1 = -\frac{14}{5} + \frac{4}{5}\]\[x_1 = -2\]
04
Verify the Solution
Substitute \(x_1 = -2\), \(x_2 = 1\), and \(x_3 = 2\) back into the original equations to verify:1. \(-5(-2) + 0 + 2(2) = 14\) \[10 + 4 = 14\] True2. \(1 = 1\) True3. \(-3(-2) + 0 + 2 = 8\) \[6 + 2 = 8\] TrueSince these verify, the solution is correct.
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Matrix Form
When working with linear systems, arranging the system into a matrix form can make the problem easier to solve. Essentially, a matrix form is a compact way to express a set of equations by listing the coefficients of the variables in a rectangular array. Each row of this matrix represents an equation, while each column corresponds to the coefficients of one of the variables.
- To begin, identify the coefficient of each variable in your equations. Don't forget that missing variables have a coefficient of zero.
- For example, given the equations: \(-5x_1 + 2x_3 = 14\) \(x_2 = 1\) \(-3x_1 + x_3 = 8\) we organize them into a matrix based on the coefficients.
- Remember: the arrangement brings uniformity and clarity, allowing for more organized operations as we proceed to solve the equations.
Augmented Matrix
The augmented matrix is an essential concept when dealing with systems of linear equations. It combines the coefficient matrix and the constant matrix into one, indicating that the system is balanced.
When creating an augmented matrix:
When creating an augmented matrix:
- First, write the coefficients of the variables in a neat matrix form.
- Then, add a dashed line to separate it from the constants on the right side of the equations. This single matrix representation simplifies handling complex systems.
- For example, the given linear system transforms into: \[ \begin{bmatrix} -5 & 0 & 2 & | & 14 \ 0 & 1 & 0 & | & 1 \ -3 & 0 & 1 & | & 8 \end{bmatrix} \]
Row Operations
Row operations are critical tools to manipulate matrices and are used to simplify them into a form that aids in determining the solutions of the system. These operations include swapping rows, scaling rows by a non-zero constant, and adding or subtracting scaled rows.
During the row operations:
During the row operations:
- Swap rows if needed to position an equation in a way that's easier to solve, as was done by swapping rows 2 and 3.
- Scale rows to make coefficients of leading variables equal to one, simplifying equations—illustrated by dividing the first row by \(-5\).
- Add or subtract rows to eliminate coefficients from below the leading variable, making it easier to deduce values. For example, multiply the first row by 3 and add it to the second row to null the coefficient below.
Solution of Linear Systems
The solution of a linear system involves finding the values of the variables that fulfill all equations involved. Once a matrix is simplified using row operations, it becomes straightforward to interpret the results from this simplified form.
How do you extract these solutions?
How do you extract these solutions?
- From the simplified matrix, rewrite the equivalent linear equations.
- Solve for each variable from bottom to top, a method called back substitution, as demonstrated by solving for \(x_3\) and substituting into previous equations to find \(x_1\).
- Verify the solution by substituting back into the original equations. This step ensures the derived values truly satisfy the original system.