How to resolve the algorithm Cramer's rule step by step in the Python programming language
How to resolve the algorithm Cramer's rule step by step in the Python programming language
Table of Contents
Problem Statement
Given
which in matrix format is
Then the values of
x , y
{\displaystyle x,y}
and
z
{\displaystyle z}
can be found as follows:
Given the following system of equations:
solve for
w
{\displaystyle w}
,
x
{\displaystyle x}
,
y
{\displaystyle y}
and
z
{\displaystyle z}
, using Cramer's rule.
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Cramer's rule step by step in the Python programming language
The provided code in Python implements a function det
to calculate the determinant of a matrix and uses it to solve a system of linear equations. A step-by-step explanation of the code:
-
det(m, n)
function:- This function calculates the determinant of a square matrix
m
of sizen x n
. - If
n
is 1 (a 1x1 matrix), it simply returns the single element in the matrix. - Otherwise, it uses the Laplace expansion method to calculate the determinant recursively.
- It does this by removing each row from the matrix, multiplying the first element of each row by
(-1)^r
, and then recursively finding the determinant of the remaining matrix. - The final result is the sum of these products.
- This function calculates the determinant of a square matrix
-
w
is assigned to the length of the given listt
. -
d
is assigned to the determinant of the matrixh
using thedet
function. -
The code checks if
d
is equal to 0. If it is, it means the system of linear equations has no unique solution, so it setsr
to an empty list and exits. -
If
d
is not 0, it calculates the solution to the system of linear equations.- It does this by creating a new matrix for each variable in
t
by replacing the first column ofh
with the corresponding column fromt
. - It then calculates the determinant of each of these new matrices and divides it by the original determinant
d
. - The result is a list
r
containing the solutions to the system of linear equations.
- It does this by creating a new matrix for each variable in
-
Finally, the code prints the list
r
.
Source code in the python programming language
def det(m,n):
if n==1: return m[0][0]
z=0
for r in range(n):
k=m[:]
del k[r]
z+=m[r][0]*(-1)**r*det([p[1:]for p in k],n-1)
return z
w=len(t)
d=det(h,w)
if d==0:r=[]
else:r=[det([r[0:i]+[s]+r[i+1:]for r,s in zip(h,t)],w)/d for i in range(w)]
print(r)
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