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@nicoguaro
Last active September 29, 2023 01:57
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Notebooks con implementaciones sencillas del método de elementos finitos para la ecuación de Poisson y de Helmholtz.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Problema de valores propios en 1D con elementos finitos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Queremos resolver el siguiente problema de valores propios\n",
"\n",
"$$\\frac{d^2 u}{dx^2} = -k^2 u(x)\\, ,$$\n",
"\n",
"con $u(0) = u(1) = 0$.\n",
"\n",
"Vamos a usar una solución aproximada de la forma\n",
"\n",
"$$u(x) = \\sum_{n=0}^{N} u_n \\phi_n(x)\\, ,$$\n",
"\n",
"Si usamos el método de Galerkin, la ecuación diferencial es equivalente\n",
"al siguiente problema\n",
"\n",
"$$\\int_{0}^{1} \\frac{d u}{d x} \\frac{d \\phi_n}{d x} dx\n",
"= \\lambda^2 \\int_{0}^{1} u(x)\\phi_n dx\\, \\quad \\forall \\phi_n\\, .$$\n",
"\n",
"Si remplazamos $u(x)$ en este sistema obtenemos\n",
"\n",
"$$\\sum_{j=0}^N \\left[\\int_{0}^{1} \\frac{d \\phi_i}{d x} \\frac{d \\phi_j}{d x} dx\\right] u_j\n",
"= \\lambda^2 \\sum_{j=0}^N \\left[\\int_{0}^{1} \\phi_i \\phi_j dx\\right] u_j\\, \\quad \\forall \\phi_j\\, .$$\n",
"\n",
"Esto lleva al siguiente problema de valores propios generalizado\n",
"\n",
"$$[K]\\{\\mathbf{u}\\} = \\lambda^2[M]\\{\\mathbf{u}\\}$$\n",
"\n",
"donde las matrices de rigidez locales están dadas por\n",
"\n",
"$$K_\\text{local} = \\frac{1}{|J|}\\begin{bmatrix} 2 & -2\\\\ -2 &2\\end{bmatrix}$$\n",
"\n",
"y\n",
"\n",
"$$M_\\text{local} = \\frac{|J|}{3}\\begin{bmatrix} 2 & 1\\\\ 1 &2\\end{bmatrix}$$\n",
"\n",
"donde $|J|$ es el determinante jacobiano."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib widget"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.linalg import eigh"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams[\"mathtext.fontset\"] = \"cm\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def FEM1D(coords):\n",
" N = len(coords)\n",
" stiff_loc = np.array([[2.0, -2.0],\n",
" [-2.0, 2.0]])\n",
" mass_loc = np.array([[2/3, 1/3],\n",
" [1/3, 2/3]])\n",
" eles = [np.array([cont, cont + 1]) for cont in range(0, N - 1)]\n",
" stiff = np.zeros((N, N))\n",
" mass = np.zeros((N, N))\n",
" for ele in eles: ## Ensamblaje\n",
" jaco = coords[ele[1]] - coords[ele[0]]\n",
" for cont1, row in enumerate(ele):\n",
" for cont2, col in enumerate(ele):\n",
" stiff[row, col] = stiff[row, col] + stiff_loc[cont1, cont2]/jaco\n",
" mass[row, col] = mass[row, col] + jaco*mass_loc[cont1, cont2]\n",
" return stiff, mass"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para este caso, la solución analítica del problema es\n",
"\n",
"$$u_n = \\sin(n \\pi x)\\, ,\\quad \\lambda_n = n \\pi\\, .$$"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"N = 200\n",
"nvals = 50\n",
"x = np.linspace(0, 1, N)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemo usar ``FEM1D`` para obtener las matrices de rigidez y masa."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"stiff, mass = FEM1D(x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y estas matrices podemos usarlas para resolver el problema de valores\n",
"propios generalizado con ``eigh``.\n",
"\n",
"En este caso no tomamos la matriz completa sino que dejamos por\n",
"fuera las filas/columnas correspondientes al primer y último\n",
"grado de libertad ya que tenemos condiciones de Dirichlet homogéneas."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"vals, vecs = eigh(stiff[1:-1, 1:-1],\n",
" mass[1:-1, 1:-1],\n",
" subset_by_index=(0, nvals - 1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y podemos comparar esto con la solución analítica"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([9.86960000e+00, 3.94784000e+01, 8.88264000e+01, 1.57913700e+02,\n",
" 2.46740100e+02, 3.55305800e+02, 4.83610600e+02, 6.31654700e+02,\n",
" 7.99438000e+02, 9.86960400e+02, 1.19422210e+03, 1.42122300e+03,\n",
" 1.66796310e+03, 1.93444250e+03, 2.22066100e+03, 2.52661870e+03,\n",
" 2.85231570e+03, 3.19775180e+03, 3.56292720e+03, 3.94784180e+03,\n",
" 4.35249550e+03, 4.77688850e+03, 5.22102070e+03, 5.68489210e+03,\n",
" 6.16850280e+03, 6.67185260e+03, 7.19494160e+03, 7.73776990e+03,\n",
" 8.30033730e+03, 8.88264400e+03, 9.48468980e+03, 1.01064749e+04,\n",
" 1.07479992e+04, 1.14092627e+04, 1.20902654e+04, 1.27910073e+04,\n",
" 1.35114884e+04, 1.42517088e+04, 1.50116683e+04, 1.57913670e+04,\n",
" 1.65908050e+04, 1.74099822e+04, 1.82488985e+04, 1.91075541e+04,\n",
" 1.99859489e+04, 2.08840829e+04, 2.18019561e+04, 2.27395685e+04,\n",
" 2.36969202e+04, 2.46740110e+04])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"vals_ex = np.round([k**2 * np.pi**2 for k in range(1, nvals + 1)], 4)\n",
"vals_ex"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, '$\\\\lambda_n^2$')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "2b594060dd4f4c60952be5b51cfab459",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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XrmmWe8dQkAAM1cfcvgNJd1BHGFjI8UFxcbSWbr1q3GGGOqqqpMfHy8eeKJJxxtzp07Z2w2m3n++eeNMcacOHHChIWFmfXr1zvaHD161ISEhJjs7GxjjDEHDhwwkszOnTsdbXbs2GEkmS+//NIYY8x7771nQkJCzNGjRx1t1q1bZ6xWq7Hb7W713263G0lutwcANG9vHnjTJC1PMlokx5a0PMm8eeBNk5ubaySZtWvXmtzc3Frb2rVrjSSTm5vr74/hE8H4HeqzpwjtdrskqU2bNpKkw4cPq7CwUGlpaY42VqtVgwYN0vbt2yVJubm5On/+vFObxMREJScnO9rs2LFDNptN/fr1c7Tp37+/bDabU5vk5GQlJiY62gwbNkzl5eXKzc2ts7/l5eUqKytz2gAAkH5aBufSYqJHy47q7tfv1ubDmyVJ3bp1U69evWptdS2Pg+bFJwHLGKM5c+bo5ptvVnJysiSpsLBQkhQXF+fUNi4uznGssLBQ4eHhat26db1tYmNja/3O2NhYpzaX/p7WrVsrPDzc0eZSS5Yscczpstlsateu3eV+bABAM+TOMjhPbn/S191CE+OTgDV9+nR98cUXWrduXa1jFotzjRBjTK19l7q0TV3tr6TNxRYsWCC73e7Yjhw5Um+fAADBoaFlcIyMik4V+bBHaIq8HrBmzJihd955Rx988IGSkpIc++Pj4yWp1ghScXGxY7QpPj5eFRUVKi0trbdNUVHtP8jHjx93anPp7yktLdX58+drjWzVsFqtio6OdtoAAHB3GRwEN68FLGOMpk+frqysLG3evFmdOnVyOt6pUyfFx8crJyfHsa+iokJbt27VgAEDJEkpKSkKCwtzalNQUKB9+/Y52qSmpsput+uTTz5xtPn4449lt9ud2uzbt08FBT/9R7Fx40ZZrValpKR4/sMDAJotd5fBQXDzWpmGadOm6a9//av+9re/KSoqyjGCZLPZ1KpVK1ksFs2ePVuLFy9W586d1blzZy1evFgRERGaMGGCo+3kyZM1d+5ctW3bVm3atNG8efPUvXt3DR06VFL1BML09HRNmTJFq1atklRdpmHEiBHq2rWrJCktLU3XX3+9MjIytGzZMv3www+aN2+epkyZwsgUAOCy1CyDc7TsaJ3zsCyyKPaqWBWpyGVFdiq1BwFvPZ4oqc7tpZdecrSpqqoyDz/8sImPjzdWq9XccsstZu/evU7nOXv2rJk+fbpp06aNadWqlRkxYoTJy8tzavP999+bX/3qVyYqKspERUWZX/3qV6a0tNSpzXfffWfuuOMO06pVK9OmTRszffp0c+7cObc/TzA+YgoAqNvzm543miqX2+JXF5uIiAiX34WSTEREhPnuu+/8/VF8Ihi/Q1kqx03BWOYfAFCbu0VEN23aJKvV6rJNTExM0BQZDcbvUBZ7BgCgDq6qtJeUlOjMmTNau3atunTtot2Fu1VyukQxkTHqGd9TXx36ShMnTpTValWvXr38/THgJwQsAAAuUdcizUnRScpMz1RHdZT0UxHRPurj9N7QkFBfdhVNlM8quQMAEAjcrdIO1IeABQDABVRph6cQsAAAuIAq7fAUAhYAABdQpR2ewiR3AAAuuJwq7RQRRX0IWAAAXDCw/UDFV8arsKjQZZvYlrE6FXFKEydOdNkmIiJCMTEx3ugiAgQBCwCAC47mH1Xpk6XSWddt7K3s+uD9DygiinoRsAAAQamuQqIlJSUqP1uuWX+apXVF61R8qtjRPu6qOI2PG6/Mf8+kiCgaRMACAAQdV4VEZ7WfJUn616H/qqf+5alaAezzPZ8rU5n+6jYCCAELABBUagqJXlrr6mjZUc3fON/xOjQkVIM7DvZx79BcUKYBABA03CkkWtMOaAwCFgAgaDRUSLTG7sLdPugNmjMCFgAgaLhbSLTkdImXe4LmjjlYAICg4W4h0dMFp/XZZ5/V2k8RUbjLYoypfSMatZSVlclms8lutys6Otrf3QEAXIHKqkolLUpyXUj0lGT5H4vMeddfjRERETp48CB1ri5DMH6HMoIFAAga7hQSDbOGKev/ZSkhoe7RLoqIwh0ELABA0HC3kGhCQgKFRNEoBCwAQLNTV5X20JBQx3EKicLbCFgAgGbFVZX2zPRMdVRHxz4KicKbKNMAAGg2aqq0X1rr6mjZUd39+t3afHizn3qGYEPAAgA0C+5UaX9y+5O+7haCFAELANAsNFSl3cio6FSRD3uEYMYcLABAs+BulXbJdcFQConCUwhYAIBmISEqQToh6Uw9jX6UWrZqqYkTJ7psEhERoZiYGE93D0GGgAUAaBY6qIMsz1pkKlxXYbeEW5SzOUcRrSJctqGQKDyBgAUAaBZKfyitDldjJNU1AFUimSyjiFYRFBGF1zHJHQAQcCqrKrXl2y1at3edtny7RZVVlY5jyyYsU9J1SVKiHFu769pp2YRlfusvgg8jWACAgOKqkOis9rMkSbd2ulW/u+t3dVZpB3yFgAUACBg1hUQvrXV1tOyo5m+c73hNlXb4G7cIAQABwZ1CojXtAH8jYAEAAkJDhURr7C7c7YPeAPXjFiEAICC4W0j0832f67PEz2rtp4gofImABQAICA0WEj0lqYX07IJn9eyCZ+tsQhFR+AoBCwAQENwpJKow6Z0N7+iaxGvqPEwRUfgKAQsAEBDcKSSqLOmaxGsoJAq/Y5I7AKBJqa+IqEQhUQQGRrAAAE2GqyKimemZ6qiOkigkisBAwAIANAn1FRG9+/W7tTR5qWMfhUTR1HGLEADgd+4UEX1y+5O+7hZwxQhYAAC/a6iIqJFR0akiH/YIaBxuEQIA/K7gZEH9Na6k6jpXcl0wlEKiaEq8NoL14YcfauTIkUpMTJTFYtHbb7/tdPy+++6TxWJx2vr37+/Upry8XDNmzFBMTIwiIyM1atQo5ec7/w2ntLRUGRkZstlsstlsysjI0IkTJ5za5OXlaeTIkYqMjFRMTIxmzpypiooKb3xsAMAVCCkLkf4s6YV6ttcla0urJk6cqJSUlFrbxIkTKSSKJsNrI1inT59Wjx499Otf/1pjx46ts016erpeeuklx+vw8HCn47Nnz9aGDRu0fv16tW3bVnPnztWIESOUm5ur0NBQSdKECROUn5+v7OxsSdLUqVOVkZGhDRs2SJIqKyt1xx136Oqrr9a2bdv0/fffa9KkSTLG6JlnnvHGRwcAXKafW38unVeDNa7+563/cVlEVKKQKJoOrwWs4cOHa/jw4fW2sVqtio+Pr/OY3W7Xiy++qFdeeUVDhw6VJK1du1bt2rXTpk2bNGzYMB08eFDZ2dnauXOn+vXrJ0n6y1/+otTUVB06dEhdu3bVxo0bdeDAAR05ckSJiYmSpKeeekr33XefHn/8cUVHR3vwUwMArkRoSPVfmhUjWRItTpPdLfrpNUVEESj8Osl9y5Ytio2NVZcuXTRlyhQVFxc7juXm5ur8+fNKS0tz7EtMTFRycrK2b98uSdqxY4dsNpsjXElS//79ZbPZnNokJyc7wpUkDRs2TOXl5crNzXXZt/LycpWVlTltAIDGabCIaNoyXRPtPEKVFJ2kZWkUEUVg8dsk9+HDh+uXv/ylOnTooMOHD+uPf/yjbr31VuXm5spqtaqwsFDh4eFq3bq10/vi4uJUWFgoSSosLFRsbGytc8fGxjq1iYuLczreunVrhYeHO9rUZcmSJXrkkUca+zEBABdQRBTBxG8B65577nH8nJycrN69e6tDhw569913NWbMGJfvM8bIYrE4Xl/8c2PaXGrBggWaM2eO43VZWZnatWvn+gMBAFyiiCiCTZOpg5WQkKAOHTro66+/liTFx8eroqJCpaWlTu2Ki4sdI1Lx8fEqKqpdF+X48eNObS4dqSotLdX58+drjWxdzGq1Kjo62mkDAFw+iogiGDWZOljff/+9jhw5ooSEBElSSkqKwsLClJOTo3HjxkmSCgoKtG/fPi1dWv03ndTUVNntdn3yySfq27evJOnjjz+W3W7XgAEDHG0ef/xxFRQUOM69ceNGWa1WpaSk+PpjAkDQ+SjvI+Xn5buscXVxEVFqXKG58FrAOnXqlL755hvH68OHD2vPnj1q06aN2rRpo0WLFmns2LFKSEjQt99+q4ceekgxMTG66667JEk2m02TJ0/W3Llz1bZtW7Vp00bz5s1T9+7dHU8VduvWTenp6ZoyZYpWrVolqbpMw4gRI9S1a1dJUlpamq6//nplZGRo2bJl+uGHHzRv3jxNmTKFUSkA8IG9X+2trnF1vp5GLaRwa7gmTpzosgk1rhBIvBawPv30Uw0ZMsTxumY+06RJk/Tcc89p7969WrNmjU6cOKGEhAQNGTJEr732mqKiohzvefrpp9WiRQuNGzdOZ8+e1W233abVq1c7amBJ0quvvqqZM2c6njYcNWqUVq5c6TgeGhqqd999Vw8++KBuuukmtWrVShMmTNCTTzIcDQC+YK2wulXj6pFVjyjtX9LqaFCNGlcIJBZjTO2b4qilrKxMNptNdrudkS8AuAy7Pt2lvn36SlMlJdbR4JikF6RPdn2iPr37+Lh38IVg/A5tMnOwAACBr7KqslaJBUcRUTkXDb309cXtgEDXZJ4iBAAEtqyDWeqY2VFDXh6iCVkTNOTlIeqY2VGbD2+WRBFRBBdGsAAAjVZfnav5G+dLoogoggsBCwDQKO7UuappRxFRBAsCFgCgURqqc6WS6n+9ve3tOudZUeMKzREBCwDQKG7VuZK0+HeLtViL6zxGjSs0Nw0GrG3btunzzz/Xb37zG1mtVl/0CQAQQNytc7Xw6YUac0vda81S4wrNTa2AtX//fr344ou66qqrdOutt2rQoEHq0aOHVq5cqblz5/qjjwCAJqxnfM/qH2JUd52rC0bfPFq9evXySZ8Af6sVsP70pz+pX79+ysvL0+9+9zsdO3ZM6enpKi8v90f/AABNhKsaV9S5AmqrFbB69eqladOmSaoOW4cOHdLf//533XTTTT7vHACgacg6mKVZ2bOUX5bv2JcUnaTM9Ex1VEdJ1XWuMvMya7WZmTxT81+Y7+suA35V5xysU6dO6aqrrpIkde3a1bFwMgAg+NRX4+ru1+/W0uSlkqhzBVysVsC65ZZblJ6erkWLFmngwIFMbAeAINZQjSuLLHpy+5OOfdS5AqrVClj/8R//oc6dO2v69On67rvv1LdvXw0ePFgjR45U7969/dFHAICfNFTjysio6FSRJNf1rKhzhWBU5xys+++/X7GxsSosLNSWLVu0ZcsWPfTQQ9q4caM/+ggA8BO3aly1kMKt4Zo4caLLJtS5QrCpFbD+8Ic/aP369br22muVmpqq8ePHa/z48f7oGwDAz9ytcfXIqkeU9i9pLs9DnSsEG0fA+sc//qF169bppZde0jPPPKPU1FR/9gsA0AS4W+Pqthtvo8YVcJEWK1as0Lp16/Tpp5/KGKN27dqpR48e/u4XAMCHqHEFeFbInDlztH//fo0bN05vv/22vvnmG11zzTX+7hcAwEeyDmapY2ZHDXl5iCZkTdCQl4eoY2ZHZR3McrRZlrZM10Q7fzckRSdpWdoyX3cXCAgt1q5dq9GjRysyMtLffQEA+Bg1rgDvaDFhwgR/9wEA4AfUuAK8p8XWrVs1aNAgf/cDAOBj1LgCvKfFvffeq0cffVS/+c1v/N0XAIAPUeMK8J4W2dnZGjp0qPbv36/ly5fLYrH4u08AAB+gxhXgPS1uvPFGbdq0SUOHDtVXX32l9evXKyoqyt/9AgB4GTWuAO8JkaQbb7xR77//vnbt2qUBAwaorKzM3/0CAHhQZVWltny7Rev2rtOWb7eosqqyVo2ri138mhpXwOULqfmhe/fuev/99xUVFaXjx4/7s08AAA9yVedq8+HNkqhxBXiD01qE3bt31/bt2/3VFwCAh9VX52r+xvmSqHEFeEOtxZ4BAM1DZVWlpq2bJlNUd50rlfzUjhpXgGcRsACgmXpjxxsqfKKw/jIMktZsWFPnPCtqXAFXjoAFAM3UP/L/UX8ZhjxJ2dLKR1dq5aMr6zwHNa6AK0PAAoBmKibyQjBqoAzDwqcXaswtY+o+BzWugCtCwAKAZspR56oBo28eTZ0rwMMIWAAQ4CqrKms9ARgaElqrztXFTxJe/Jo6V4DnhTTcBADQVLmqcZV1MMvRhjpXgO8xggUAAWrV+6v0wOsP1NqffyxfY78cq4d6PiSJOleAPxCwACAAHf72sH77f34rVbhus7jFYkk/lVuIvvCPfpA+/+FzyjAAXkTAAoAAlLMvR6bCuC7BUCIpSwq3hmvixIkuz0MZBsA7CFgAEIBKTl8ow95ACYZZT83S+NTxLo9ThgHwDgIWAAQgR42rBlzb4VpKMAB+QMACgCaurjIM7ta4crcdAM8iYAFAE5Z1MEuzsmcpvyzfsS8pOkmz2s9yvKbGFdD0UAcLAJqoVe+v0tgVY5X/Zb50TI4t/8t8zf/rfEnUuAKaKkawAKAJcqcMgySFHglV1sAs7S7crZLTJYqJjFHP+J766tBXvukogDp5bQTrww8/1MiRI5WYmCiLxaK3337b6bgxRosWLVJiYqJatWqlwYMHa//+/U5tysvLNWPGDMXExCgyMlKjRo1Sfn6+U5vS0lJlZGTIZrPJZrMpIyNDJ06ccGqTl5enkSNHKjIyUjExMZo5c6YqKhr4vxYA+JFTGYapdWzp1e3m/G6O+vbpq/tH3q+F4xfq/pH3q2+fvpo4cSIlGAA/8toI1unTp9WjRw/9+te/1tixY2sdX7p0qZYvX67Vq1erS5cueuyxx3T77bfr0KFDioqKkiTNnj1bGzZs0Pr169W2bVvNnTtXI0aMUG5urkJDq+cVTJgwQfn5+crOzpYkTZ06VRkZGdqwYYMkqbKyUnfccYeuvvpqbdu2Td9//70mTZokY4yeeeYZb318AGgUd8swPLjkQU1Om1znMUowAH5kfECSeeuttxyvq6qqTHx8vHniiScc+86dO2dsNpt5/vnnjTHGnDhxwoSFhZn169c72hw9etSEhISY7OxsY4wxBw4cMJLMzp07HW127NhhJJkvv/zSGGPMe++9Z0JCQszRo0cdbdatW2esVqux2+1ufwa73W4kXdZ7AOBKrdqwykgymiqjRXVsU2UkmVUbVvm7q0CDgvE71C+T3A8fPqzCwkKlpaU59lmtVg0aNEjbt2+XJOXm5ur8+fNObRITE5WcnOxos2PHDtlsNvXr18/Rpn///rLZbE5tkpOTlZj4018Bhw0bpvLycuXm5rrsY3l5ucrKypw2APC0yqpKbfl2i9btXact325RZVWlJPfLK1CGAWia/DLJvbCwUJIUFxfntD8uLk7fffedo014eLhat25dq03N+wsLCxUbG1vr/LGxsU5tLv09rVu3Vnh4uKNNXZYsWaJHHnnkMj8ZALjPVQmGzPRMdQzp6NhHGQYg8Pi1TIPFYnF6bYypte9Sl7apq/2VtLnUggULZLfbHduRI0fq7RcAXI76SjCMXTFWb37ypiTKMACByi8jWPHx8ZKqR5cSEhIc+4uLix2jTfHx8aqoqFBpaanTKFZxcbEGDBjgaFNUVFTr/MePH3c6z8cff+x0vLS0VOfPn681snUxq9Uqq9V6hZ8QAFxzpwTD4haLJUkJ5xIowwAEIL8ErE6dOik+Pl45OTnq2bN6/kBFRYW2bt2qP/3pT5KklJQUhYWFKScnR+PGjZMkFRQUaN++fVq6dKkkKTU1VXa7XZ988on69u0rSfr4449lt9sdISw1NVWPP/64CgoKHGFu48aNslqtSklJ8ennBgDpkhIMdVVRKJGUJYVbwzVx4kSX56EMA9B0eS1gnTp1St98843j9eHDh7Vnzx61adNG7du31+zZs7V48WJ17txZnTt31uLFixUREaEJEyZIkmw2myZPnqy5c+eqbdu2atOmjebNm6fu3btr6NChkqRu3bopPT1dU6ZM0apVqyRVl2kYMWKEunbtKklKS0vT9ddfr4yMDC1btkw//PCD5s2bpylTpig6OtpbHx8AXHK3BMOsp2ZpfOp4l8cpwwA0XV4LWJ9++qmGDBnieD1nzhxJ0qRJk7R69Wr9/ve/19mzZ/Xggw+qtLRU/fr108aNGx01sCTp6aefVosWLTRu3DidPXtWt912m1avXu2ogSVJr776qmbOnOl42nDUqFFauXKl43hoaKjeffddPfjgg7rpppvUqlUrTZgwQU8++aS3PjoA1Csm0r1Rp2s7XKtevXp5uTcAvMFijDENN0NZWZlsNpvsdjsjXwDcUllVqY/yPlLByQIlRCVoYPuBCg0J1a5Pd6lvn77VFdnrGsE6JukF6ZNdn6hP7z4+7jXgecH4HcpahADgYXl5eXp91+tatn2Zik8VO/bHXhWr+QPmq1vLbo59lGAAmicCFgB4UF5enrpc10XlZ8trHStWseYvn68wa5ik6hIMmXmZtepgzUyeqfkvzPdZnwF4HgELADyoqLioOlzV84Tg+azzkijBADRnBCwA8KDdhburf2jgCUFKMADNGwELADzIUYKhAZRgAJo3AhYAXKG6nhKkBAMAiYAFAFfE1ULN05Omu/X+nvE9vdU1AE0AAQsALtOq91fpgdcfqLU//1i+/rDtD47XlGAAghcBCwAugzsLNUvSfW3u03tl79WqgzX+F+OVqUwv9xKAvxGwAOAyNLhQc56kbGn1E6trHSpSkTKVyROCQBAgYAHAZXB3oeYHlzyoyWmT6zzGE4JA80fAAoA6uFpH0N2nBHsk9+ApQSCIEbAA4BKunhDMTM90++k/nhIEghsBCwAuUt8TgmO/HKuHej7k2MdTggBcIWABwAXuPCG4uMViSSzUDKB+BCwAuKDBJwRLJGVV/8hCzQDqQ8ACgAvcfUIwzBrGQs0A6kXAAhB0GvuE4KPPPqq0f0lzeZwyDAAIWACCiieeELztxtsowQCgXgQsAEGDJwQB+AoBC0BQ4AlBAL5EwAIQFHhCEIAvEbAABAWeEATgSwQsAM1OXU8J8oQgAF8iYAFoNvLy8vT6rte1bPsyFZ8qduyPvSpW98Te49Y5eEIQgCcQsAA0C3l5eepyXReVny2vdaxYxXpGz1S/OMUTggC8L8TfHQAATygqLqoOV2MkTa1jG1LdbuaNM3VN9DVO702KTtKytGU+7S+A5o0RLADNwu7C3dU/uJrEfmGO+6njp5Q1nicEAXgXAQtAs+B4StCVltX/+u+n/lv//dR/19mEJwQBeAoBC0BAueJ1BK+q/tfCpxdqzC1j6mzCE4IAPIWABSAg1PeE4PwB89XV2tWt84y+eTRPCQLwOgIWgCavoScE5y+frzBrmGMfTwkC8DcCFoAmz+kJQRfL3JzPOi9JmvWLWVpXtK7WKNf4X4xXpjJ902EAQY+ABaDJa/AJwQvCreHK/PfaIapIRcpUJpPYAfgMAQtAk1LXJPYGnxC8YNZTszQ+dbzL40xiB+ArBCwATUJ9k9hvbnWzW+e4tsO1TGAH0CQQsAD4XUOT2LOUVf3iVP3n6Rnf0wu9A4DLR8AC4HcNTmL/WtIHks7xhCCAwMBahAD8rtYk9ku31tWHb219q64uu1o6JscWWxarWb+Y5ftOA0A9GMEC4DOuqrC7u8zN5hc31zrEE4IAmiICFgCva6gKe8jpBgbTWeYGQIAhYAHwqsutwl4flrkBECgIWAC86nKqsEtMYgfQPPh1kvuiRYtksVictvj4eMdxY4wWLVqkxMREtWrVSoMHD9b+/fudzlFeXq4ZM2YoJiZGkZGRGjVqlPLz853alJaWKiMjQzabTTabTRkZGTpx4oQvPiIQ9BqcwH5R6Jr1i1lMYgfQLPh9BOuGG27Qpk2bHK9DQ3/6G+rSpUu1fPlyrV69Wl26dNFjjz2m22+/XYcOHVJUVJQkafbs2dqwYYPWr1+vtm3bau7cuRoxYoRyc3Md55owYYLy8/OVnZ0tSZo6daoyMjK0YcMGH35SoHm74gnsF4RZw1jmBkCz4feA1aJFC6dRqxrGGK1YsUILFy7UmDHVk1pffvllxcXF6a9//avuv/9+2e12vfjii3rllVc0dOhQSdLatWvVrl07bdq0ScOGDdPBgweVnZ2tnTt3ql+/fpKkv/zlL0pNTdWhQ4fUtWtX331YoBlq9AT2Cx599lGl/Uuay+NMYgcQSPwesL7++mslJibKarWqX79+Wrx4sX7+85/r8OHDKiwsVFraT//DtVqtGjRokLZv3677779fubm5On/+vFObxMREJScna/v27Ro2bJh27Nghm83mCFeS1L9/f9lsNm3fvt1lwCovL1d5+U+TcsvKyrzw6YHA5skJ7LfdeBsT2AE0G34NWP369dOaNWvUpUsXFRUV6bHHHtOAAQO0f/9+FRYWSpLi4uKc3hMXF6fvvvtOklRYWKjw8HC1bt26Vpua9xcWFio2NrbW746NjXW0qcuSJUv0yCOPNOrzAc0dE9gBoG5+neQ+fPhwjR07Vt27d9fQoUP17rvvSqq+FVjDYrE4vccYU2vfpS5tU1f7hs6zYMEC2e12x3bkyBG3PhMQTJjADgB18/stwotFRkaqe/fu+vrrr3XnnXdKqh6BSkhIcLQpLi52jGrFx8eroqJCpaWlTqNYxcXFGjBggKNNUVFRrd91/PjxWqNjF7NarbJarZ74WEBAy8vLU0lJiSqrKrW7cLdKTpcoJjJGPeN76vN9n7t1DiawAwg2TSpglZeX6+DBgxo4cKA6deqk+Ph45eTkqGfPnpKkiooKbd26VX/6058kSSkpKQoLC1NOTo7GjRsnSSooKNC+ffu0dOlSSVJqaqrsdrs++eQT9e3bV5L08ccfy263O0IYgLrl5eWpW7duOnPmTP0NT9V/mAnsAIKNXwPWvHnzNHLkSLVv317FxcV67LHHVFZWpkmTJslisWj27NlavHixOnfurM6dO2vx4sWKiIjQhAkTJEk2m02TJ0/W3Llz1bZtW7Vp00bz5s1z3HKUpG7duik9PV1TpkzRqlWrJFWXaRgxYgRPEAINKCkpqQ5XruZYfS3pA0nn6j8PE9gBBBu/Bqz8/Hzde++9Kikp0dVXX63+/ftr586d6tChgyTp97//vc6ePasHH3xQpaWl6tevnzZu3OiogSVJTz/9tFq0aKFx48bp7Nmzuu2227R69WqnelqvvvqqZs6c6XjacNSoUVq5cqVvPywQgCqrKqt/qJljdamLSlwxgR0AfmIxxpiGm6GsrEw2m012u13R0dH+7g7gUa6KhL7w/17Q/SPvl6aq7oD1haQs6dbJt2qfbZ9THay4q+I0Pm68Mv89U7m5uYxgAUEsGL9Dm9QcLAC+1VCR0OLC4nreLall9b82v7i51iEmsAMIZgQsIEi5UyS0RXgD/4u4qvpfC59eqDG3jKmzCRPYAQQjAhYQpNwpEvpj1o9unWv0zaO5BQgAFyFgAc2cq/lVtYqE1sfVes0X9jOJHQCcEbCAZqrR86suCLOGOS13cynmWAFAbQQsoBnyyPyqC2qKhNZVyT00JJQ5VgBQBwIW0Ax5cn7VxUVC+6iP5zoJAM0YAQsIcHXNsbqs+VWiSCgAeBoBCwhQ9c2x6tXC/Sf6Zv1iltYVrat1jvG/GK9M1V6gGQDQMCq5uykYq9Ci6apvjpWTCZK61LH/mKQXpHBruCrKK1y+PSIiQgcPHmSOFYBGCcbvUEawgADU4BwrNxdhfuONN3RN4jUujzOBHQCuDAELaILy8vJUUlLi8sm99794v7phIxdhvibxGgqEAoAXELCAJiYvL0/dunXTmTNnXLYJCw9z61ypV6XqH2X/YH4VAPgYAQtoYkpKSqrDVT0lFuor/CnJsQjzjjU7ah1iEWYA8D4CFtDEVFZVVv/gZomFOl1YhHnNK2t0w/U31NmE+VUA4D0ELMAP6ptj9bdtf7usc9U3x+qG629gjhUA+AEBC/Axd+ZYSZJONXwualgBQNNEwAJ8rME5Vm6WWAi3hivz32uHKOZYAYD/EbAAD2uoxMLRY0erG7pRYqE+1LACgKaLgAV4kDu3/8Kt4e6drFTVFdcvdSGAUcMKAJouAhbgQe6UWKjIcr00jSRHiQV9cGGrA7f/AKBpI2ABl6HRt//ccaHEwsKnF2r0zaPr/D3c/gOApo2ABbjJo7f/3DD65tHq07uP+qiPx84JAPANAhbgJo/c/rukfX37Q0NCL7OHAICmgoAFXKS+W4BffvlldaPG3P67INwaXm8YY44VAAQ2AhZwgScLgDakpsSCq7lczLECgMBGwAIu8FQB0OqT1b//4hILzLECgOaHgIWg4asCoNz+AwAQsBAUfPkEILf/AAAELDQLDY1OFRQUeO4JwMuosM7tPwAITgQsBDx3RqdatrxQHr0xTwBSYR0A4CYCFgJCfSNUXx36qsHRqXNZ7sxMb8CFCutrXlmj6667jtt/AACXCFho8twun9BSja5PJanBJwBvuP4G9erVi9t/AACXCFjwu0bPn7qc8gkN4AlAAIAnELDgVx6ZP+Vm+QR38AQgAMATCFjwuiYxf+qi89W3nycAAQCeQMCCV/l8/lR9v6Jly3rDGrf/AACeQsBCozSl+VMN1ad64403lJCQwO0/AIDXEbDgUkPhqby8XEOHDvX//Ck361N1797dEaC4/QcA8CYCVhCrL0AVFxXrl7/8pc6ePevy/S1bttS5c+f8P3/qwq9Yu3atunTtwugUAMDvCFjNlCdGnyRJ6ZLqyiUXh6fGVEd3kzvzpwYOHKj27dszOgUA8DsCVgDy1K27ekefauZGRcjr4UkS86cAAM0KAcvHGgpHNU+x+ezWnQ9qS9WL+VMAgGYoqALWs88+q2XLlqmgoEA33HCDVqxYoYEDB/rs97tbVNNisdQboCQ1mVt3bmP+FAAgiARNwHrttdc0e/ZsPfvss7rpppu0atUqDR8+XAcOHPDZl3dJSYn7RTWbyq07D2D+FAAg2ARNwFq+fLkmT56s3/zmN5KkFStW6O9//7uee+45LVmyxCd9qKyqrP7BnZElf9+6uxwNVEdn/hQAINgERcCqqKhQbm6u/vCHPzjtT0tL0/bt2+t8T3l5ucrLyx2vy8rKGt2P3YW7G30On2tg8rk7o1PMnwIABJugCFglJSWqrKxUXFyc0/64uDgVFhbW+Z4lS5bokUce8Ww/TjfB4SdXXaqZJtbA5PNNmzbJarUyOgUAwEWCImDVsFgsTq+NMbX21ViwYIHmzJnjeF1WVqZ27do16vfHRPp4nbsGbt01NPrUsmVLvfHGG4qNi3UrPDE6BQBAtaAIWDExMQoNDa01WlVcXFxrVKuG1WqV1Wr1aD96xvf03Mk8cOvuckafCE8AALgvKAJWeHi4UlJSlJOTo7vuusuxPycnR6NHj/ZZP0JDQqt/aGBkqd42Xrp1R4ACAMBzgiJgSdKcOXOUkZGh3r17KzU1VS+88ILy8vL0wAMP+KwPMTExioiI0JksN+pgZdVfSJRbdwAANF1BE7Duueceff/993r00UdVUFCg5ORkvffee+rQoYPP+tC+fXsdPHiwUZXcuXUHAEDTZzHGGH93IhCUlZXJZrPJbrcrOjra390BACBgBON3aIi/OwAAANDcELAAAAA8jIAFAADgYQQsAAAADyNgAQAAeBgBCwAAwMOCpg5WY9VUsygrK/NzTwAACCw1353BVBmKgOWmkydPSlKjF3wGACBYnTx5Ujabzd/d8AkKjbqpqqpKx44dU1RUlCwWi1vvKSsrU7t27XTkyJGgKazmC1xX7+C6egfX1Xu4tt7hjetqjNHJkyeVmJiokJDgmJ3ECJabQkJClJSUdEXvjY6O5j9+L+C6egfX1Tu4rt7DtfUOT1/XYBm5qhEcMRIAAMCHCFgAAAAeRsDyIqvVqocfflhWq9XfXWlWuK7ewXX1Dq6r93BtvYPr6hlMcgcAAPAwRrAAAAA8jIAFAADgYQQsAAAADyNgAQAAeBgBy0ueffZZderUSS1btlRKSoo++ugjf3cpoHz44YcaOXKkEhMTZbFY9PbbbzsdN8Zo0aJFSkxMVKtWrTR48GDt37/fP50NIEuWLFGfPn0UFRWl2NhY3XnnnTp06JBTG67tlXnuued04403Ooozpqam6n//938dx7mujbdkyRJZLBbNnj3bsY/remUWLVoki8XitMXHxzuOc10bj4DlBa+99ppmz56thQsXavfu3Ro4cKCGDx+uvLw8f3ctYJw+fVo9evTQypUr6zy+dOlSLV++XCtXrtSuXbsUHx+v22+/3bFmJOq2detWTZs2TTt37lROTo5+/PFHpaWl6fTp0442XNsrk5SUpCeeeEKffvqpPv30U916660aPXq040uJ69o4u3bt0gsvvKAbb7zRaT/X9crdcMMNKigocGx79+51HOO6eoCBx/Xt29c88MADTvuuu+4684c//MFPPQpsksxbb73leF1VVWXi4+PNE0884dh37tw5Y7PZzPPPP++HHgau4uJiI8ls3brVGMO19bTWrVub//qv/+K6NtLJkydN586dTU5Ojhk0aJCZNWuWMYY/r43x8MMPmx49etR5jOvqGYxgeVhFRYVyc3OVlpbmtD8tLU3bt2/3U6+al8OHD6uwsNDpGlutVg0aNIhrfJnsdrskqU2bNpK4tp5SWVmp9evX6/Tp00pNTeW6NtK0adN0xx13aOjQoU77ua6N8/XXXysxMVGdOnXS+PHj9c9//lMS19VTWOzZw0pKSlRZWam4uDin/XFxcSosLPRTr5qXmutY1zX+7rvv/NGlgGSM0Zw5c3TzzTcrOTlZEte2sfbu3avU1FSdO3dOV111ld566y1df/31ji8lruvlW79+vT777DPt2rWr1jH+vF65fv36ac2aNerSpYuKior02GOPacCAAdq/fz/X1UMIWF5isVicXhtjau1D43CNG2f69On64osvtG3btlrHuLZXpmvXrtqzZ49OnDihN998U5MmTdLWrVsdx7mul+fIkSOaNWuWNm7cqJYtW7psx3W9fMOHD3f83L17d6WmpuoXv/iFXn75ZfXv318S17WxuEXoYTExMQoNDa01WlVcXFzrbwO4MjVPunCNr9yMGTP0zjvv6IMPPlBSUpJjP9e2ccLDw3Xttdeqd+/eWrJkiXr06KHMzEyu6xXKzc1VcXGxUlJS1KJFC7Vo0UJbt27Vf/7nf6pFixaOa8d1bbzIyEh1795dX3/9NX9ePYSA5WHh4eFKSUlRTk6O0/6cnBwNGDDAT71qXjp16qT4+Hina1xRUaGtW7dyjRtgjNH06dOVlZWlzZs3q1OnTk7HubaeZYxReXk51/UK3Xbbbdq7d6/27Nnj2Hr37q1f/epX2rNnj37+859zXT2kvLxcBw8eVEJCAn9ePcVv0+ubsfXr15uwsDDz4osvmgMHDpjZs2ebyMhI8+233/q7awHj5MmTZvfu3Wb37t1Gklm+fLnZvXu3+e6774wxxjzxxBPGZrOZrKwss3fvXnPvvfeahIQEU1ZW5ueeN22//e1vjc1mM1u2bDEFBQWO7cyZM442XNsrs2DBAvPhhx+aw4cPmy+++MI89NBDJiQkxGzcuNEYw3X1lIufIjSG63ql5s6da7Zs2WL++c9/mp07d5oRI0aYqKgox/cU17XxCFhe8uc//9l06NDBhIeHm169ejkeg4d7PvjgAyOp1jZp0iRjTPVjxA8//LCJj483VqvV3HLLLWbv3r3+7XQAqOuaSjIvvfSSow3X9sr827/9m+O/+auvvtrcdtttjnBlDNfVUy4NWFzXK3PPPfeYhIQEExYWZhITE82YMWPM/v37Hce5ro1nMcYY/4ydAQAANE/MwQIAAPAwAhYAAICHEbAAAAA8jIAFAADgYQQsAAAADyNgAQAAeBgBCwAAwMMIWAAAAB5GwAIAAPAwAhYAAICHEbAAAAA8jIAFAADgYQQsAAAADyNgAQAAeBgBCwAAwMMIWAACzrZt2/Sv//qvSk1N1bvvvquqqir9+c9/1owZMzR16lT17dtXu3bt8nc3AQQxizHG+LsTAOCuqqoq3XfffXr55Zc1f/58rVmzRvfcc4/GjBmjIUOGSJKmTp2q7du3a9++fX7uLYBgxQgWgICya9cu9ezZUxaLRceOHdPx48d1xx13OMKVJLVq1UrffPONH3sJINgRsAAElPLyct11112SpI8++kjDhg1Tenq6U5tDhw6pffv2/ugeAEgiYAEIMLfccos6duyob775Rvn5+br99tudjpeXl2vbtm1OI1oA4GsELAABafPmzZKkwYMHO+1///33dfr0ad19991+6BUAVCNgAQhIH3zwgX72s5+pZ8+eTvtfffVVJSYm6tZbb9X58+e1Zs0aP/UQQDD7/zdkrNUCJLdkAAAAAElFTkSuQmCC' width=600.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6, 4))\n",
"plt.plot(range(1, nvals + 1), vals, \"o\", color=\"green\")\n",
"plt.plot(range(1, nvals + 1), vals_ex, \"s\", mec=\"black\",\n",
" mfc=\"#FFFFFF00\")\n",
"plt.xlabel(r\"$n$\", fontsize=16)\n",
"plt.ylabel(r\"$\\lambda_n^2$\", fontsize=16)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos comparar la solución numérica con la solución analítica.\n",
"\n",
"Para ello completamos los vectores propios con los ceros en los extremos\n",
"primero."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"vecs_comp = np.zeros((N, nvals))\n",
"vecs_comp[1:-1, :] = vecs"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "128e3156b1f84cdbb823a80678676ad1",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' width=600.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6, 4))\n",
"plt.plot(x, vecs_comp[:, 0])\n",
"plt.plot(x, np.sin(np.pi*x), linestyle=\"dashed\")\n",
"plt.xlabel(r\"$x$\", fontsize=16)\n",
"plt.ylabel(r\"$y$\", fontsize=16)\n",
"plt.legend([\"Solución numérica\", \"Solución exacta\"])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3c0f3c25c14c458c8c4e87400eb91db4",
"version_major": 2,
"version_minor": 0
},
"image/png": 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",
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" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img 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' 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" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6, 4))\n",
"plt.plot(x, vecs_comp[:, 49])\n",
"plt.plot(x, -np.sin(50*np.pi*x), linestyle=\"dashed\")\n",
"plt.xlabel(r\"$x$\", fontsize=16)\n",
"plt.ylabel(r\"$y$\", fontsize=16)\n",
"plt.legend([\"Solución numérica\", \"Solución exacta\"], loc=1)\n",
"plt.show()"
]
},
{
"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": "3.11.5"
},
"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
}
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