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Solve each system by using the inverse of the coefficient matrix. $$\begin{aligned} &x+3 y=-12\\\ &2 x-y=11 \end{aligned}$$

Short Answer

Expert verified
The solution is \(x = 3\) and \(y = -5\).

Step by step solution

01

- Write the system in matrix form

Express the system of equations as a matrix equation. Let the coefficient matrix be \[ A = \begin{pmatrix} 1 & 3 \ 2 & -1 \end{pmatrix} \] Let the variables matrix be \[ X = \begin{pmatrix} x \ y \end{pmatrix} \] And the constants matrix be \[ B = \begin{pmatrix} -12 \ 11 \end{pmatrix} \] So the matrix equation is \[ AX = B \]
02

- Find the inverse of the coefficient matrix

Calculate the inverse of matrix \(A\). The formula for the inverse of a 2x2 matrix \[ \begin{pmatrix} a & b \ c & d \end{pmatrix} \] is \[ A^{-1} = \frac{1}{ad - bc} \begin{pmatrix} d & -b \ -c & a \end{pmatrix} \] Substitute the values from matrix \(A\): \[ A = \begin{pmatrix} 1 & 3 \ 2 & -1 \end{pmatrix} \] So \[ A^{-1} = \frac{1}{1(-1) - 3(2)} \begin{pmatrix} -1 & -3 \ -2 & 1 \end{pmatrix} = \frac{1}{-7} \begin{pmatrix} -1 & -3 \ -2 & 1 \end{pmatrix} = \begin{pmatrix} \frac{1}{7} & \frac{3}{7} \ \frac{2}{7} & -\frac{1}{7} \end{pmatrix} \]
03

- Multiply the inverse matrix by the constants matrix

Multiply the inverse matrix \(A^{-1}\) by the constants matrix \(B\) to find the solution matrix \(X\). \[ X = A^{-1} B \] So, \[ X = \begin{pmatrix} \frac{1}{7} & \frac{3}{7} \ \frac{2}{7} & -\frac{1}{7} \end{pmatrix} \begin{pmatrix} -12 \ 11 \end{pmatrix} \] Perform the matrix multiplication: \[ \begin{pmatrix} \frac{1}{7} & \frac{3}{7} \ \frac{2}{7} & -\frac{1}{7} \end{pmatrix} \begin{pmatrix} -12 \ 11 \end{pmatrix} = \begin{pmatrix} \frac{1}{7}(-12) + \frac{3}{7}(11) \ \frac{2}{7}(-12) + -\frac{1}{7}(11) \end{pmatrix} = \begin{pmatrix} \frac{-12 + 33}{7} \ \frac{-24 - 11}{7} \end{pmatrix} = \begin{pmatrix} 3 \ -5 \end{pmatrix} \]
04

- Interpret the solution

The solution to the system of equations is the values of \(x\) and \(y\) obtained from the solution matrix \(X\). Therefore, \(x = 3\) and \(y = -5\).

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Key Concepts

These are the key concepts you need to understand to accurately answer the question.

Inverse of a Matrix
The inverse of a matrix is a fundamental concept when solving systems of linear equations. The inverse of a matrix, often denoted as \(A^{-1}\), is a matrix that, when multiplied with the original matrix, yields the identity matrix. This identity matrix acts like the number 1 in ordinary algebra.
For a 2x2 matrix \(A = \begin{pmatrix} a & b \ c & d \end{pmatrix}\), the inverse is calculated using the formula:
\[A^{-1} = \frac{1}{ad - bc} \begin{pmatrix} d & -b \ -c & a \end{pmatrix}\]. The term \(ad - bc\), called the determinant, must be non-zero for the inverse to exist. If the determinant is zero, the matrix does not have an inverse and the system cannot be solved using this method.
In our exercise, the coefficient matrix \(A = \begin{pmatrix} 1 & 3 \ 2 & -1 \end{pmatrix}\). Its determinant is \(1(-1) - 3(2) = -7\), which is non-zero. Thus, we can find the inverse matrix A^{-1}.
Matrix Multiplication
Matrix multiplication is a key operation used in solving systems of linear equations, among many other applications. When multiplying two matrices, the number of columns in the first matrix must match the number of rows in the second matrix.
To multiply matrix \(A\) by matrix \(B\), you follow these steps:
  • Multiply elements of the rows of \(A\) by elements of the columns of \(B\).
  • Sum these products to get the corresponding element in the resultant matrix.
For example, if \(A_{m \times n}\) is multiplied by \(B_{n \times p}\), the result is a matrix \(C_{m \times p}\). In the exercise, to solve for matrix \(X\), we multiply \(A^{-1} \) (the inverse matrix) by \(B\) (the constants matrix). The multiplication of the 2x2 matrix by the 2x1 matrix gives us the 2x1 solution matrix \(X\).
Coefficient Matrix
The coefficient matrix is a matrix consisting of the coefficients of the variables in a system of linear equations. For a set of linear equations, you extract the numerical coefficients and arrange them into a matrix form.
For instance, in the system:
\[x + 3y = -12\ \ 2x - y = 11\]
The coefficient matrix is:
\[A = \begin{pmatrix} 1 & 3 \ 2 & -1 \end{pmatrix}\].
This matrix captures the relationship between variables and their coefficients, allowing us to rewrite the system in matrix form as \(AX = B\), where \(X\) is the variables matrix and \(B\) is the constants matrix. Solving the system involves manipulating these matrices to isolate the variables matrix \(X\). In our exercise, finding the inverse of the coefficient matrix allows us to solve for \(X\).

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Most popular questions from this chapter

Use Cramer's rule to solve each system of equations. If \(D=0,\) use another method to determine the solution set. $$\begin{aligned} &4 x+3 y=-7\\\ &2 x+3 y=-11 \end{aligned}$$

For the following system, \(D=-43, D_{x}=-43, D_{y}=0,\) and \(D_{z}=43 .\) What is the solution set of the system? $$ \begin{aligned} x+3 y-6 z &=7 \\ 2 x-y+z &=1 \\ x+2 y+2 z &=-1 \end{aligned} $$

$$ A=\left[\begin{array}{ll} a_{11} & a_{12} \\ a_{21} & a_{22} \end{array}\right], \quad B=\left[\begin{array}{ll} b_{11} & b_{12} \\ b_{21} & b_{22} \end{array}\right], \quad \text { and } \quad C=\left[\begin{array}{ll} c_{11} & c_{12} \\ c_{21} & c_{22} \end{array}\right] $$ where all the elements are real numbers. Use these matrices to show that each statement is true for \(2 \times 2\) matrices. \((c+d) A=c A+d A\) for any real numbers \(c\) and \(d\)

Solve each problem. Plate-Glass Sales The amount of plate-glass sales \(S\) (in millions of dollars) can be affected by the number of new building contracts \(B\) issued (in millions) and automobiles \(A\) produced (in millions). A plate-glass company in California wants to forecast future sales by using the past three years of sales. The totals for the three years are given in the table. To describe the relationship among these variables, we can use the equation $$ S=a+b A+c B $$. where the coefficients \(a, b,\) and \(c\) are constants that must be determined before the equation can be used. (Source: Makridakis, S., and S. Wheelwright, Forecasting Methods for Management, John Wiley and Sons.) (a) Substitute the values for \(S, A,\) and \(B\) for each year from the table into the equation \(S=a+b A+c B,\) and obtain three linear equations involving \(a, b,\) and \(c\) (b) Use a graphing calculator to solve this linear system for \(a, b,\) and \(c .\) Use matrix inverse methods. (c) Write the equation for \(S\) using these values for the coefficients. $$\begin{array}{|c|c|c|} \hline S & A & B \\ \hline 602.7 & 5.543 & 37.14 \\\ \hline 656.7 & 6.933 & 41.30 \\ \hline 778.5 & 7.638 & 45.62 \\ \hline \end{array}$$ (d) For the next year it is estimated that \(A=7.752\) and \(B=47.38 .\) Predict \(S .\) (The actual value for \(S\) was \(877.6 .\) ) (e) It is predicted that in 6 yr, \(A=8.9\) and \(B=66.25 .\) Find the value of \(S\) in this situation and discuss its validity.

Use Cramer's rule to solve each system of equations. If \(D=0,\) use another method to determine the solution set. $$\begin{aligned} &3 x+2 y=-4\\\ &2 x-y=-5 \end{aligned}$$

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