Math Problem Statement
solve using inverse matrix
Solution
The system of equations you provided is:
To solve this using the inverse matrix method, we will first write the system of equations in matrix form , where:
To solve for , we use the formula:
First, we will calculate the inverse of matrix , . The formula for the inverse of a 2x2 matrix is:
where the matrix is given by:
For your matrix:
The determinant is calculated as:
Let's calculate the determinant and then find . numpy as np
Define the matrix A
A = np.array([[-4, 1], [3, -2]])
Calculate the determinant of A
det_A = np.linalg.det(A)
Calculate the inverse of A
A_inv = np.linalg.inv(A)
det_A, A_invThe determinant of matrix is approximately 5 (det ).
The inverse of matrix is:
Next, we will multiply by matrix to solve for the vector :
Thus, the solution is:
Let's calculate this multiplication. Define the matrix B B = np.array([19, -18])
Calculate the solution X
X = np.dot(A_inv, B) XThe solution to the system of equations is:
Thus, the values of and are and .
Would you like more details on the solution process, or do you have any other questions? Here are some related questions you might find interesting:
- How do you verify the solution to a system of linear equations?
- How do you solve a system of linear equations using Gaussian elimination?
- What is the geometric interpretation of solving a system of linear equations?
- What is the significance of the determinant when using matrix inversion?
- How can you solve larger systems of equations using inverse matrices?
Tip: For larger systems, numerical methods like Gaussian elimination or LU decomposition may be more efficient than using the inverse matrix.
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Math Problem Analysis
Mathematical Concepts
Matrix Algebra
Linear Equations
Matrix Inversion
Formulas
Matrix form of linear equations: A * X = B
Inverse of a 2x2 matrix: A^(-1) = (1/det(A)) * [[d, -b], [-c, a]]
Determinant formula for 2x2 matrix: det(A) = ad - bc
Theorems
Inverse Matrix Theorem
Suitable Grade Level
Grades 11-12
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