Problem 48
Question
Use an inverse matrix to solve (if possible) the system of linear equations. $$\left\\{\begin{array}{c} 0.2 x-0.6 y=2.4 \\ -x+1.4 y=-8.8 \end{array}\right.$$
Step-by-Step Solution
Verified Answer
The system of equations is solved as x = 10 and y = -8.
1Step 1: Represent the system of equations as a matrix
The system can be written in the form of \(AX = B\), where A is the matrix of coefficients of the variables, X is the column matrix of variables [x, y] and B is the column matrix of the constants on the right-hand side of the equations. So, \(A=\left[\begin{array}{cc}0.2 & -0.6 \\ -1 & 1.4 \end{array}\right]\), \(X=\left[\begin{array}{c}x \\ y \end{array}\right]\) and \(B=\left[\begin{array}{c}2.4 \\ -8.8 \end{array}\right]\).
2Step 2: Calculate the inverse of matrix A
The inverse of a 2x2 matrix \(\left[\begin{array}{cc}a & b \\ c & d \end{array}\right]\) is given by \(1/\text{det}(A)\times\left[\begin{array}{cc}d & -b \\ -c & a \end{array}\right]\) where det(A) is the determinant of the matrix A, calculated as \(ad− bc\). Applying this to matrix A, we get \(A^{-1}= 1/-1.44\times\left[\begin{array}{cc}1.4 & 0.6 \\ 1 & 0.2 \end{array}\right]= \left[\begin{array}{cc}-0.97222 & -0.41667 \\ -0.69444 & -0.13889 \end{array}\right]\)
3Step 3: Multiply the inverse matrix with matrix B
The solution to the system of equations is given by \(X = A^{-1}B\). Multiplying the inverse matrix A calculated in step 2 with matrix B, we get \(X=\left[\begin{array}{cc}-0.97222 & -0.41667 \\ -0.69444 & -0.13889 \end{array}\right]\times\left[\begin{array}{c}2.4 \\ -8.8 \end{array}\right]=\left[\begin{array}{c}x \\ y \end{array}\right]=\left[\begin{array}{c}10 \\ -8 \end{array}\right]\), indicating that the solution to the system of equations is \(x=10\) and \(y=-8\).
Key Concepts
System of Linear EquationsMatrix RepresentationDeterminant CalculationMultiplication of Matrices
System of Linear Equations
Linear equations involve variables like \(x\) and \(y\) along with constants. They are called 'linear' because the graph of such equations forms a straight line. A system of linear equations is when we have more than one linear equation working together. In our exercise, the system is:
- \(0.2x - 0.6y = 2.4\)
- \(-x + 1.4y = -8.8\)
Matrix Representation
Representing a system of equations with matrices is a neat and organized way to handle calculations. We express our system in the form \(AX = B\). Here:
- \(A\) is the coefficients matrix, containing the coefficients of the variables from both equations. For our case: \[A = \begin{bmatrix} 0.2 & -0.6 \ -1 & 1.4 \end{bmatrix}\]
- \(X\) is the column matrix, a vector of variables: \[X = \begin{bmatrix} x \ y \end{bmatrix}\]
- \(B\) is the constants matrix from the right-hand side: \[B = \begin{bmatrix} 2.4 \ -8.8 \end{bmatrix}\]
Determinant Calculation
The determinant of a matrix is a special number that can be calculated from its elements. It provides crucial information about the matrix, such as whether it's invertible. For a 2x2 matrix \(\begin{bmatrix} a & b \ c & d \end{bmatrix}\), the determinant \(\text{det}(A)\) is computed as \(ad - bc\).In our exercise, for matrix \(A\), which is:\[A = \begin{bmatrix} 0.2 & -0.6 \ -1 & 1.4 \end{bmatrix}\]the determinant is calculated as:\[(0.2)(1.4) - (-0.6)(-1) = 0.28 - 0.6 = -0.32\]A non-zero determinant means the matrix is invertible, which is essential for solving the system using the inverse matrix method.
Multiplication of Matrices
Matrix multiplication involves taking two matrices and producing a new matrix. It is not quite the same as multiplying numbers; instead, it includes summing up products of rows and columns. When calculating \(A^{-1}B\), we find the solution to the linear equations.Given the inverse matrix \[A^{-1} = \begin{bmatrix} -0.97222 & -0.41667 \ -0.69444 & -0.13889 \end{bmatrix}\]and matrix \(B\), which is\[B = \begin{bmatrix} 2.4 \ -8.8 \end{bmatrix}\],the multiplication is done as follows:
- First row of \(A^{-1}\) dot first column of \(B\) gives the first element of matrix \(X\): \[(-0.97222 \times 2.4) + (-0.41667 \times -8.8) = 10\]
- Second row of \(A^{-1}\) dot first column of \(B\) provides the second element:\[(-0.69444 \times 2.4) + (-0.13889 \times -8.8) = -8\]
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Problem 48
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