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ArtStudies/L3/Calculs Numériques/Interpolation.ipynb
2024-09-17 22:40:00 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"FEUILLE DE TP 4\n",
"\n",
"---\n",
"# Polynôme interpolateur de Lagrange (Partie 1)\n",
"---"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"import numpy as np # pour les numpy array\n",
"from scipy.interpolate import lagrange # interpolation de Lagrange\n",
"import matplotlib.pyplot as plt # librairie graphique"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous rappelons le résultat d'existence et d'unicité vu en cours\n",
"\n",
"> **(Polynôme interpolateur de Lagrange)**<br>\n",
"> Etant donnés $N$ un entier strictement positif, $x_1,\\ldots,x_N$ des réels deux à deux distincts et $y_1,\\ldots,y_N$ des réels, il existe un unique polynôme $P$ qui vérifie\n",
"> $$ P\\in\\mathbb{R}_{N-1}[X], \\qquad P(x_i)=y_i, \\quad 1\\leq i\\leq N.$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Construction en utilisant les modules `numpy` et `scipy`\n",
"\n",
"Le module `numpy` permet la manipulation de polynômes réels à l'aide de la classe `poly1d`. Voici un exemple pour le polynôme $P=X^2-2$\n",
"\n",
"```python\n",
"P = np.poly1d([1, 0, -2])\n",
"print(P)\n",
"```\n",
"\n",
"Il est possible de faire des manipulations algébriques sur les polynômes :\n",
"\n",
"```python\n",
"X = np.poly1d([1, 0])\n",
"P = X**2 - 2\n",
"print(P)\n",
"```\n",
"\n",
"Il est également possible d'évaluer un polynôme comme une fonction (évaluation sur un scalaire ou sur un tableau `numpy`) :\n",
"\n",
"```python\n",
"print(P(1))\n",
"print(P(np.linspace(0, 1, 11)))\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2\n",
"1 x - 2\n"
]
}
],
"source": [
"P = np.poly1d([1, 0, -2])\n",
"print(P)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2\n",
"1 x - 2\n"
]
}
],
"source": [
"X = np.poly1d([1, 0])\n",
"P = X**2 - 2\n",
"print(P)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-1\n",
"[-2. -1.99 -1.96 -1.91 -1.84 -1.75 -1.64 -1.51 -1.36 -1.19 -1. ]\n"
]
}
],
"source": [
"print(P(1))\n",
"print(P(np.linspace(0, 1, 11)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Le module `scipy.interpolate` permet de déterminer le polynôme interpolateur à l'aide de la fonction `lagrange`. Voici un exemple d'utilisation pour déterminer le polynôme interpolateur de Lagrange aux points $(0, -2)$, $(1,-1)$ et $(2, 2)$ (c'est encore et toujours le polynôme $X^2-2$...)\n",
"\n",
"```python\n",
"from scipy.interpolate import lagrange\n",
"x = np.array([0, 1, 2])\n",
"y = np.array([-2, -1, 2])\n",
"P = lagrange(x, y)\n",
"print(P)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2\n",
"1 x - 2\n"
]
}
],
"source": [
"from scipy.interpolate import lagrange\n",
"x = np.array([0, 1, 2])\n",
"y = np.array([-2, -1, 2])\n",
"P = lagrange(x, y)\n",
"print(P)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Question**\n",
"\n",
"> Proposez une fonction `interp` qui \n",
"> * prend en argument deux `ndarray` `x` et `y` de taille `N` et un `ndarray` `xx` de taille `M` ;\n",
"> * calcule le polynôme interpolateur de Lagrange aux points donnés par les vecteurs `x` et `y` en utilisant les fonctions des modules `numpy` et `scipy` ;\n",
"> * retourne l'évaluation de ce polynôme aux points du vecteur `xx`.\n",
"\n",
"*Veillez à commenter votre fonction.*"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def interp(x, y, xx):\n",
" P = lagrange(x, y)\n",
" return P(xx)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Question**\n",
"\n",
"> Afin de tester votre fonction : en prenant $N=5$,\n",
"> 1. prenez $N$ points équirépartis entre 0 et 1 (ce sera notre vecteur `x`) ;\n",
"> 2. générez $N$ valeurs aléatoires entre 0 et 1 (ce sera notre vecteur `y`) ;\n",
"> 3. tracez dans une fenêtre graphique le nuage de points d'abscisses `x` et d'ordonnées `y` à l'aide d'une commande `scatter` ;\n",
"> 4. ajoutez le tracé du polynôme interpolateur en prenant `xx` un vecteur de taille grande (plutôt 100 ou 200 points équi-répartis entre 0 et 1) ;\n",
"> 5. vérifiez que le polynôme interpolateur passe bien par les points d'interpolation."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, 'Interpolation du polynome')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 480,
"width": 567
}
},
"output_type": "display_data"
}
],
"source": [
"N = 5\n",
"x = np.linspace(0, 1, N)\n",
"y = np.random.rand(N)\n",
"\n",
"plt.scatter(x, y)\n",
"xx = np.linspace(0, 1, 200)\n",
"\n",
"plt.plot(xx, interp(x, y, xx), label=f'Interpolation')\n",
"plt.legend()\n",
"plt.xlabel(\"x\")\n",
"plt.ylabel(\"y\")\n",
"plt.suptitle(\"Interpolation du polynome\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test de l'interpolation sur quelques fonctions\n",
"\n",
"Nous allons à présent tester l'interpolation en prenant comme points d'interpolation des points qui sont sur le graphe de ces 4 fonctions. \n",
"\n",
"\\begin{align}\n",
"f_0(x) &= \\exp(-3(x-1.2)^2), &\n",
"f_1(x) &= \\frac{x^2-2}{1+2x},\\\\\n",
"f_2(x) &= \\frac{1}{1+(x-1.5)^2},&\n",
"f_3(x) &= \\frac{\\sin(2\\pi x)}{1.1 - \\sin(\\pi x)}.\n",
"\\end{align}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Question**\n",
"\n",
"> Définissez ces 4 fonctions et tracez les sur l'intervalle $[0, 3]$."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def f0(x):\n",
" return np.exp(-3 * (x- 1.2)**2)\n",
"\n",
"def f1(x):\n",
" return (x**2 - 2) / (1+2 * x)\n",
"\n",
"def f2(x):\n",
" return 1/(1 + (x - 1.5)**2)\n",
"\n",
"def f3(x):\n",
" return np.sin(2 * np.pi * x) / (1.1 - np.sin(np.pi * x))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 567
}
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 578
}
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 567
}
},
"output_type": "display_data"
},
{
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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 565
}
},
"output_type": "display_data"
}
],
"source": [
"xx = np.linspace(0, 3, 200)\n",
"\n",
"for f in [f0, f1, f2, f3]:\n",
" plt.plot(xx, f(xx), label=f\"Courbe {f.__name__}\")\n",
" plt.legend()\n",
" plt.title(f\"Courbe {f.__name__}\")\n",
" plt.xlabel(f\"$x$\")\n",
" plt.ylabel(\"y\")\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Question**\n",
"\n",
"> * Ajoutez sur les figures précédentes les polynômes interpolateurs qui passent par $N$ points équi-répartis des graphes des fonction avec $N\\in\\lbrace 4, 8, 12, 16, 20\\rbrace$.\n",
"> * Que remarquez-vous lorsque $N$ augmente ?"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 480,
"width": 567
}
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 480,
"width": 578
}
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 480,
"width": 567
}
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 480,
"width": 583
}
},
"output_type": "display_data"
}
],
"source": [
"N = 20 # N appartient à [4, 8, 12, 16, 20] ou N est le nombre de points pour l'interpolation\n",
"x = np.linspace(0, 3, N)\n",
"xx = np.linspace(0, 3, 200)\n",
"\n",
"for f in [f0, f1, f2, f3]:\n",
" y = f(x)\n",
" plt.plot(xx, f(xx), label=f\"Courbe {f.__name__}\")\n",
" plt.scatter(x, y)\n",
" plt.plot(xx, interp(x, y, xx), label=f'Interpolation {f.__name__}')\n",
" plt.legend()\n",
" plt.suptitle(f\"Courbe {f.__name__}\")\n",
" plt.xlabel(f\"$x$\")\n",
" plt.ylabel(\"y\")\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous rappelons le résultat d'existence et d'unicité vu en cours\n",
"\n",
"> **(Polynôme interpolateur de Lagrange)**<br>\n",
"> Etant donnés $N$ un entier strictement positif, $x_1,\\ldots,x_N$ des réels deux à deux distincts et $y_1,\\ldots,y_N$ des réels, il existe un unique polynôme $P$ qui vérifie\n",
"> $$ P\\in\\mathbb{R}_{N-1}[X], \\qquad P(x_i)=y_i, \\quad 1\\leq i\\leq N.$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Construction par la méthode de la matrice de Vandermonde\n",
"\n",
"Nous rappelons que le vecteur $a=(a_1,\\ldots,a_N)$des coefficients du polynôme interpolateur de Lagrange dans la base canonique de $\\mathbb{R}_{N-1}[X]$ est solution du système linéaire\n",
"$$ M a = y$$\n",
"où $M$ est la matrice de Vandermonde associée aux points $(x_1,\\ldots, y_N)$ et $y=(y_1,\\ldots,y_N)$.\n",
"Nous avons\n",
"$$\n",
"M = \\begin{pmatrix}\n",
"1&x_1&\\ldots&x_1^{N-1}\\\\\n",
"1&x_2&\\ldots&x_2^{N-1}\\\\\n",
"\\vdots&\\vdots&&\\vdots\\\\\n",
"1&x_N&\\ldots&x_N^{N-1}\n",
"\\end{pmatrix}.\n",
"$$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Question**\n",
"\n",
"> 1. Proposez une fonction `interp_vdm_build` qui prend en argument un `ndarray` noté `x` et qui retourne la matrice de Vandermonde associée.\n",
"> 2. Proposez une fonction `interp_vdm_poly` qui \n",
"> * prend en argument deux `ndarray` notés `x` et `y` ;\n",
"> * vérifie que les deux arguments ont bien la même taille ;\n",
"> * calcule la matrice de Vandermonde `M` associée au vecteur `x` ;\n",
"> * retourne la solution du système `Ma=y`.\n",
"> 3. Vérifiez que vos fonctions fonctionnent correctement en affichant les résultats pour des points bien choisis (vous pouvez prendre ce que vous voulez...)\n",
"\n",
"*Indication : vous pourrez utiliser la fonction `fromfunction` du module `numpy`, la fonction `solve` du module `numpy.linalg`.*"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def interp_vdm_build(x):\n",
" size = x.shape[0]\n",
" M = np.reshape(x, (size, 1))\n",
" power = [x for x in range(0, size)]\n",
" return M**power\n",
"\n",
"def interp_vdm_poly(x, y):\n",
" if x.shape != y.shape:\n",
" raise ValueError(\"x and y must have same dimension!\")\n",
" return np.linalg.solve(interp_vdm_build(x), y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Question**\n",
"\n",
"> 1. Proposez une fonction `horner` qui prend en argument un `ndarray` noté `a` et un `ndarray` noté `xx` et qui retourne l'évaluation aux points du vecteur `xx` par l'algorithme de Hörner du polynôme dont les coefficients dans la base canonique sont stockés dans le vecteur `a`.\n",
"> 2. Proposez une fonction `interp_vdm` qui \n",
"> * prend en argument deux `ndarray` `x` et `y` de taille `N` et un `ndarray` `xx` de taille `M` ;\n",
"> * calcule le polynôme interpolateur de Lagrange aux points donnés par les vecteurs `x` et `y` en utilisant la fonction `interp_vdm_poly` ;\n",
"> * retourne l'évaluation de ce polynôme aux points du vecteur `xx` en utilisant la fonction `horner`."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"def horner(a, xx):\n",
" result = np.zeros(xx.shape)\n",
" for i in range(len(a) - 1, -1, -1):\n",
" result = result * xx + a[i]\n",
" return result\n",
"\n",
"def interp_vdm(x, y, xx):\n",
" P = interp_vdm_poly(x, y)\n",
" return horner(P, xx)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Question**\n",
"\n",
"> Afin de tester votre fonction : en prenant $N=5$,\n",
"> 1. prenez $N$ points équirépartis entre 0 et 1 (ce sera notre vecteur `x`) ;\n",
"> 2. générez $N$ valeurs aléatoires entre 0 et 1 (ce sera notre vecteur `y`) ;\n",
"> 3. tracez dans une fenêtre graphique le nuage de points d'abscisses `x` et d'ordonnées `y` à l'aide d'une commande `scatter` ;\n",
"> 4. ajoutez le tracé du polynôme interpolateur en prenant `xx` un vecteur de taille grande (plutôt 100 ou 200 points équi-répartis entre 0 et 1) ;\n",
"> 5. vérifiez que le polynôme interpolateur passe bien par les points d'interpolation."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7fca5fe6d8a0>]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 413,
"width": 547
}
},
"output_type": "display_data"
}
],
"source": [
"N = 5\n",
"x = np.linspace(0, 1, N)\n",
"y = np.random.rand(N)\n",
"xx = np.linspace(0, 1, 200)\n",
"\n",
"plt.scatter(x,y)\n",
"plt.plot(xx, interp_vdm(x, y, xx))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.8"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}