Feat: Ajoute l'exercice 1 de l'interpolation & extrapolation

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Namu
2026-01-05 11:30:56 +01:00
parent 683a8268ee
commit 8a44fd2425
7 changed files with 83 additions and 0 deletions

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tp6.py Normal file
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from dataclasses import dataclass
import matplotlib.pyplot as plt
import numpy as np
@dataclass
class Point:
x: float
y: float
def interpolation_lagrange(points: list[Point], x: float, show_polynome: bool=False) -> float:
"""
:param points: Les points de la courbe représentant une fonction
:param x: le x en entrée de la fonction où on veut interpoler
:return: L'interpolation
"""
interpolation: float = 0.
n = len(points) # nombre de points
for i in range(n):
term: float = 1. # 0.0 will always give 0, it's a product ! So lets put 1
# Lagrange L(x)
for k in range(n):
if k != i:
term *= ((x - points[k].x) / (points[i].x - points[k].x))
# erreur ici, voir le chat
if show_polynome:
print(f'P(x) = (({x} - {points[k].x}) / ({points[i].x} - {points[k].x}))')
# interpolation with a piece of Lagrange (y_i)
interpolation += term * points[i].y
return interpolation
def interpolation_newton(points: list[Point], x: float) -> float:
interpolation = 0. # alpha sum
n = len(points)
for i in range(n):
a_i = 1.
for k in range(n-1):
a_i *= (points[k+1].y - points[k].y) / (points[k+1].x - points[k].x)
return interpolation
def interpolation_moindre_carree(points: list[Point], x: float) -> float:
interpolation = 0.
pass
def test() -> None:
points = [Point(0, 1), Point(1, 3), Point(2, 2)]
x = 1.5
result = interpolation_lagrange(points, x)
print(f"P({x}) = {result}") # Doit afficher 2.875
def exercice1() -> None:
points = [Point(-1,0), Point(0,-1), Point(1,0), Point(3,70)]
inter_x2 = interpolation_lagrange(points, 2, True)
inter_x3 = interpolation_lagrange(points, 3, True)
print(f"X2={inter_x2}, X3={inter_x3}")
x = np.linspace(0, 4, 300)
y = [interpolation_lagrange(points, x[i]) for i in range(len(x))]
# extrapolation
plt.plot(x, y)
plt.title('fonction f(x) ex 1')
plt.show()
def exercice2() -> None:
pass
if __name__ == '__main__':
exercice1()