Gauss Elimination With Partial Pivoting In Python | Numerical Methods

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@samramzi4639
@samramzi4639 Жыл бұрын
import numpy as np def gauss_elimination(a_matrix,b_matrix): #adding some contingencies to prevent future problems if a_matrix.shape[0] != a_matrix.shape[1]: print("ERROR: Squarematrix not given!") return if b_matrix.shape[1] > 1 or b_matrix.shape[0] != a_matrix.shape[0]: print("ERROR: Constant vector incorrectly sized") return #initialization of nexessary variables n=len(b_matrix) m=n-1 i=0 j=i-1 x=np.zeros(n) new_line="/n" #create our augmented matrix throug Numpys concatenate feature augmented_matrix = np.concatenate((a_matrix, b_matrix,), axis=1, dtype=float) print(f"the initial augmented matrix is: {new_line}{augmented_matrix}") print("solving for the upper-triangular matrix:") #applying gauss elimination: while i
@shimadabr
@shimadabr Жыл бұрын
That's one of the best explanations and implementations i could find of Gauss Elimination. Thanks a lot!
@thatlilvoice
@thatlilvoice Жыл бұрын
You're saving my life here bud.
@StudySessionYT
@StudySessionYT Жыл бұрын
Thanks for watching! Happy to hear the videos are helpful!
@patrickegry4237
@patrickegry4237 Жыл бұрын
Thank you so much for this! Keep up with the content, it is tremendously useful for a lot of students.
@shimadabr
@shimadabr Жыл бұрын
For some reason my x0 = 0 when i tested your example. I gets to 0 exactly when k = 0 and j = 2. x = x - augmented_matriz[k][j] * x[j] turns into x = 1.5000000000000004 - 1 * 1.5000000000000004, so x = 0. I'm wondering if it's due to a minor floating point precision error that is causing the number to be unrepresentable (as e-16 is on the verge of underflow).
@katheodo
@katheodo Жыл бұрын
for some reason my last diagonal element isn't zero (in the A -matrix , as in Ax=b). I'm wandering if it's because i-variable stops before it reaches the n-th row.
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