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@Hasenpfote
Created April 12, 2018 03:28
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{
"cells": [
{
"cell_type": "code",
"execution_count": 179,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import itertools\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"#%matplotlib notebook\n",
"%run vector_analysis.py"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$\n",
"\\begin{align*}\n",
"\\phi(x,y,t)\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"xr = np.linspace(-1, 1, 20)\n",
"yr = np.linspace(-1, 1, 20)\n",
"tr = np.linspace(1, 10, 5)\n",
"t, y, x = np.meshgrid(tr, yr, xr, indexing='ij')\n",
"\n",
"# scalar field.\n",
"phi = np.cos(x*t) + np.sin(y*t)"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [],
"source": [
"num_t = len(tr)\n",
"\n",
"# gradient of the phi.\n",
"grad_phi = np.array([gradient(p, rank=0, axis=(1,0)) for p in phi])\n",
"\n",
"# the partial derivative of phi with respect to t.\n",
"dphi_dt = gradient(phi, rank=0, axis=0)\n",
"\n",
"# gradient of the dphi/dt.\n",
"grad_phi2 = np.array([gradient(p, rank=0, axis=(1,0)) for p in dphi_dt])\n",
"\n",
"# laplacian of the phi.\n",
"lap_phi = np.array([laplacian(p, 0, axis=(1,0)) for p in phi])"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {},
"outputs": [
{
"data": {
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wO+blm2f00FziTs868JaTMiytUV/Emc2CC6apYtES8XDNQnWWqi7s4ZpFalCB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\ng72dXsZj9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cZS6BnAwK3q1B4BvPK2KK6crA3TNQYvbPUTzNiVuqTB/dsiGGU1qAL4+tpa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yCs2y8hLNs7ppt7rcwUER6QX2Aq+JyPHZ8pUi8jqAMSYDHAaOA53AK8aYjlurtlJfPM2z8grN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\nlrj/A9PPE/WX2cFcAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1ec41f38358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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uWNhzksIRQuv9ZknJfs1E2oFYUKvMHIoEPSf8/I5kX51esbOAw+Eg3SH3tQSS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\nUkoppZRSao7Thp1SSimllFJKzXH/B7s08PnhgRtBAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1ec3f0fa630>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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9Ej+xIyIiIiIiqnEc2BEREREREdU4DuyIiIiIiIhqHAd2RERERERENY4DOyIi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\nAzsiIiIiIqIax4EdERERERFRjfv/tJNzRebJcygAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1ec3f236e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot.\n",
"fig = plt.figure(figsize=(15,3))\n",
"for i in range(len(tr)):\n",
" ax = fig.add_subplot(1, num_t, i+1)\n",
" ax.set_title('t=' + str(tr[i]))\n",
" ax.pcolormesh(x[i], y[i], phi[i], cmap='inferno')\n",
" ax.quiver(x[i], y[i], grad_phi[i, 0], grad_phi[i, 1], color='Teal')\n",
" ax.set_aspect('equal', adjustable='box')\n",
"\n",
"fig.suptitle('$\\phi$ and $\\\\nabla\\phi$', fontsize=20)\n",
"fig.subplots_adjust(wspace=0.5, hspace=0.1)\n",
"plt.show()\n",
"\n",
"fig = plt.figure(figsize=(15,3))\n",
"for i in range(len(tr)):\n",
" ax = fig.add_subplot(1, num_t, i+1)\n",
" ax.set_title('t=' + str(tr[i]))\n",
" ax.pcolormesh(x[i], y[i], dphi_dt[i], cmap='inferno')\n",
" ax.quiver(x[i], y[i], grad_phi2[i, 0], grad_phi2[i, 1], color='Teal')\n",
" ax.set_aspect('equal', adjustable='box')\n",
"fig.suptitle('$\\\\frac{\\partial}{\\partial t}\\phi$ and $\\\\nabla\\\\frac{\\partial}{\\partial t}\\phi$', fontsize=20)\n",
"fig.subplots_adjust(wspace=0.5, hspace=0.1)\n",
"plt.show()\n",
"\n",
"fig = plt.figure(figsize=(15,3))\n",
"for i in range(len(tr)):\n",
" ax = fig.add_subplot(1, num_t, i+1)\n",
" ax.set_title('t=' + str(tr[i]))\n",
" ax.pcolormesh(x[i], y[i], lap_phi[i], cmap='inferno')\n",
" ax.set_aspect('equal', adjustable='box')\n",
"fig.suptitle('$\\\\nabla^{2}\\phi$', fontsize=20)\n",
"fig.subplots_adjust(wspace=0.5, hspace=0.1)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$\n",
"\\begin{align*}\n",
"A(x,y,t)\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"xr = np.linspace(-1, 1, 20)\n",
"yr = np.linspace(-1, 1, 20)\n",
"tr = np.linspace(1, 10, 5)\n",
"t, y, x = np.meshgrid(tr, yr, xr, indexing='ij')\n",
"\n",
"# vector field.\n",
"Ax = np.cos(x*t)\n",
"Ay = np.sin(y*t)\n",
"# (n, t, y, x) -> (t, n, y, x) \n",
"A = np.array([Ax, Ay]).transpose((1, 0, 2, 3))"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"num_t = len(tr)\n",
"\n",
"# divergence of the A.\n",
"div_A = np.array([divergence(a, 1, axis=(1,0)) for a in A])\n",
"\n",
"# the partial derivative of A with respect to t.\n",
"dA_dt = np.array([gradient(a, rank=0, axis=0) for a in A.transpose(1, 0, 2, 3)]).transpose(1, 0, 2, 3)\n",
"\n",
"# divergence of the dA/dt.\n",
"div_A2 = np.array([divergence(a, 1, axis=(1,0)) for a in dA_dt])\n",
"\n",
"# laplacian of the A.\n",
"lap_A = np.array([laplacian(a, 1, axis=(1,0)) for a in A])"
]
},
{
"cell_type": "code",
"execution_count": 185,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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E6rE8Yw0Wh9f4SQSLyhrIgpmHriV+jpet1fHnYSJk8mKrOhHQSw0hxv3qEdL+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\nmLG5faygLEIfFRa/qVCeAFock5/JjDJthLjgLROdGQLuGMvTkLU5t45Nu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PRClq2X3Nu1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\nlFKLnA7slFJKKaWUUmqR+x9rswuK7nEujwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1ec405b71d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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W8st9HZSXzYWiWsks+duudl3Ply1TDlrMrqpvlFwMXEhZLlzRi290BntGHwY7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\n/Ip1gLXiza56VSrFbVWj7hSJnMPyKbf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KvW3HCGRzSJdrtdIsCXL7e5DX8ngv2ZkhV9pU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8x2H3e/WqB3oaYLuYAgmK9dMK+ocOJQgDlT475L+U35K30+Tg342T1d5O6KQFsnA6sI+GJvJ3M+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NfN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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1ec3f093240>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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OO+SsdojubtkmePzx8Ax4W5tsU4VoaZFtispK+dnjIV9+mXzuOVnPRpKeTt56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\numKj18v+ubO4uXyTWm/t3cu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jUU3b20uOG8eOZtt6uJoaeqZO0qaSmZbGnnUrqbF8ObsL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\nI7+f/pSiPnqSSgwlvsbuvJPcWRm0OHqxj6zoxz/W1/UvJj6fufk0TuO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rlc9jzzwjhrvk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\nH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TF9FviZhKo7qiSKXjrzEkc8YLaZ6YeIH2jpxaWcvgTkBdDC0wu5yaOwrpDeuyh9i7Hu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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1ec42b85cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# plot.\n",
"fig = plt.figure(figsize=(15,3))\n",
"for i in range(len(tr)):\n",
" ax = fig.add_subplot(1, num_t, i+1)\n",
" ax.set_title('t=' + str(tr[i]))\n",
" ax.pcolormesh(x[i], y[i], div_A[i], cmap='inferno')\n",
" ax.quiver(x[i], y[i], A[i, 0], A[i, 1], color='Teal')\n",
" ax.set_aspect('equal', adjustable='box')\n",
"\n",
"fig.suptitle('$A$ and $\\\\nabla\\cdot A$', fontsize=20)\n",
"fig.subplots_adjust(wspace=0.5, hspace=0.1)\n",
"plt.show()\n",
"\n",
"fig = plt.figure(figsize=(15,3))\n",
"for i in range(len(tr)):\n",
" ax = fig.add_subplot(1, num_t, i+1)\n",
" ax.set_title('t=' + str(tr[i]))\n",
" ax.pcolormesh(x[i], y[i], div_A2[i], cmap='inferno')\n",
" ax.quiver(x[i], y[i], dA_dt[i, 0], dA_dt[i, 1], color='Teal')\n",
" ax.set_aspect('equal', adjustable='box')\n",
"\n",
"fig.suptitle('$\\\\frac{\\partial}{\\partial t}A$ and $\\\\nabla\\cdot \\\\frac{\\partial}{\\partial t}A$', fontsize=20)\n",
"fig.subplots_adjust(wspace=0.5, hspace=0.1)\n",
"plt.show()\n",
"\n",
"fig = plt.figure(figsize=(15,3))\n",
"for i in range(len(tr)):\n",
" ax = fig.add_subplot(1, num_t, i+1)\n",
" ax.set_title('t=' + str(tr[i]))\n",
" ax.quiver(x[i], y[i], A[i, 0], A[i, 1], color='g')\n",
" ax.quiver(x[i], y[i], lap_A[i, 0], lap_A[i, 1], color='r')\n",
" ax.set_aspect('equal', adjustable='box')\n",
"\n",
"fig.suptitle('$A$ and $\\\\nabla^{2}A$', fontsize=20)\n",
"fig.subplots_adjust(wspace=0.5, hspace=0.1)\n",
"plt.show()"
]
}
],
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"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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"nbformat": 4,
"nbformat_minor": 2
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