Chapter 2: Problem 21
Use \(A^{-1}\) to find the solution to the given system. $$\begin{aligned} &6 x_{1}+20 x_{2}=-8\\\ &2 x_{1}+7 x_{2}=2 \end{aligned}$$
Short Answer
Expert verified
The solution to the given system of equations is \(x_{1} = -1\) and \(x_{2} = 3\).
Step by step solution
01
Represent the system of equations as a matrix equation
To represent the given system as a matrix equation, we need to define the matrices A, X, and B.
Matrix A: Coefficients of unknown variables (x1, x2) in each equation
\(A = \begin{bmatrix} 6 & 20 \\ 2 & 7 \end{bmatrix}\)
Matrix X: Column vector of unknown variables (x1, x2)
\(X = \begin{bmatrix} x_{1} \\ x_{2} \end{bmatrix}\)
Matrix B: Constants from each equation
\(B = \begin{bmatrix} -8 \\ 2 \end{bmatrix}\)
Now, we can write the matrix equation:
\(AX = B\)
02
Finding the inverse of matrix A
To find the inverse of a \(2 \times 2\) matrix, \(A = \begin{bmatrix} a & b \\ c & d \end{bmatrix}\), we use the following formula:
\(A^{-1} = \frac{1}{ad-bc}\begin{bmatrix} d & -b \\ -c & a \end{bmatrix}\)
Now, let's apply this formula to find the inverse of our matrix A:
Determinant of A: \(\det(A) = ad - bc = (6 \times 7) - (20 \times 2) = 42 - 40 = 2\)
\[ A^{-1} = \frac{1}{2} \begin{bmatrix} 7 & -20 \\ -2 & 6 \end{bmatrix}\]
03
Multiplying both sides of the matrix equation by the inverse of A
Now, we will multiply both sides of the matrix equation (AX = B) by A's inverse:
\(A^{-1}AX = A^{-1}B\)
Since \(A^{-1}A = I\) (the identity matrix), this simplifies to:
\(IX = A^{-1}B\)
Now, we can just calculate \(A^{-1}B\):
\(
\begin{bmatrix} \frac{1}{2} \cdot 7 & \frac{1}{2} \cdot (-20) \\ \frac{1}{2} \cdot (-2) & \frac{1}{2} \cdot 6 \end{bmatrix}
\times
\begin{bmatrix} -8 \\ 2 \end{bmatrix}\)
\(=\begin{bmatrix} \frac{1}{2} \cdot (7 \cdot (-8) + (-20) \cdot 2) \\ \frac{1}{2} \cdot ((-2) \cdot (-8) + 6 \cdot 2) \end{bmatrix}\)
\(=\begin{bmatrix} -1 \\ 3 \end{bmatrix}\)
04
Obtaining the solution from the resulting matrix
Now that we have found the resulting matrix, we can see that it is the matrix X:
\(X = \begin{bmatrix} x_{1} \\ x_{2} \end{bmatrix} = \begin{bmatrix} -1 \\ 3 \end{bmatrix}\)
So, the solution to the given system of equations is:
\(x_{1} = -1\)
\(x_{2} = 3\)
Unlock Step-by-Step Solutions & Ace Your Exams!
-
Full Textbook Solutions
Get detailed explanations and key concepts
-
Unlimited Al creation
Al flashcards, explanations, exams and more...
-
Ads-free access
To over 500 millions flashcards
-
Money-back guarantee
We refund you if you fail your exam.
Over 30 million students worldwide already upgrade their learning with 91Ó°ÊÓ!
Key Concepts
These are the key concepts you need to understand to accurately answer the question.
System of Linear Equations
A system of linear equations is a collection of two or more linear equations involving the same set of variables. When we have a system like this, our goal is to find the specific values of these variables that satisfy all the given equations at once. In practice, each equation represents a straight line, and the solution to the system is the point(s) where these lines intersect.
For example, consider the given system:
For example, consider the given system:
- \(6x_1 + 20x_2 = -8\)
- \(2x_1 + 7x_2 = 2\)
Inverse of a Matrix
The inverse of a matrix is a powerful concept in linear algebra. For a matrix, the inverse is akin to the reciprocal of a number. If you multiply a matrix by its inverse, you get an identity matrix, which acts like multiplying a number by 1. Not all matrices have inverses; only square matrices (same number of rows and columns) can have one, and they must have a non-zero determinant.
To find the inverse of a 2x2 matrix\[ A = \begin{bmatrix} a & b \ c & d \end{bmatrix} \],you can use this formula:\[ A^{-1} = \frac{1}{ad-bc}\begin{bmatrix} d & -b \ -c & a \end{bmatrix} \]The term \(ad-bc\) is the determinant of the matrix. It acts as a scaling factor. If the determinant is zero, the matrix does not have an inverse.
To find the inverse of a 2x2 matrix\[ A = \begin{bmatrix} a & b \ c & d \end{bmatrix} \],you can use this formula:\[ A^{-1} = \frac{1}{ad-bc}\begin{bmatrix} d & -b \ -c & a \end{bmatrix} \]The term \(ad-bc\) is the determinant of the matrix. It acts as a scaling factor. If the determinant is zero, the matrix does not have an inverse.
Matrix Equation
Representing a system of linear equations as a matrix equation is a compact and convenient method. This technique involves expressing the system in the form \(AX = B\), where \(A\) is the matrix of coefficients, \(X\) is a column matrix of variables, and \(B\) is a column matrix of constants.
For instance, given the system:
For instance, given the system:
- \(6x_1 + 20x_2 = -8\)
- \(2x_1 + 7x_2 = 2\),
- \(A = \begin{bmatrix} 6 & 20 \ 2 & 7 \end{bmatrix}\)
- \(X = \begin{bmatrix} x_1 \ x_2 \end{bmatrix}\)
- \(B = \begin{bmatrix} -8 \ 2 \end{bmatrix}\)
Determinant Calculation
The determinant of a matrix is a special number that can be calculated from its elements. For a 2x2 matrix, the determinant is calculated as \(ad - bc\) for a matrix:\[ A = \begin{bmatrix} a & b \ c & d \end{bmatrix} \].Calculating the determinant is crucial when determining whether a matrix has an inverse. If the determinant is zero, the matrix cannot be inverted. It's essentially a measure of the matrix's "invertibility".In the exercise, the determinant of the matrix \(A\) was found as follows:\[ \det(A) = 6 \times 7 - 20 \times 2 = 42 - 40 = 2 \]A non-zero determinant (in this case, 2) indicates that the matrix A is invertible. This sets the stage to use its inverse to solve the system of equations effectively.