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@owlas
Created July 5, 2017 19:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"### Parameters"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"radii = np.array([8e-9, 7e-9], dtype=float)\n",
"anisotropy = np.array([1e5, 1e5], dtype=float)\n",
"anisotropy_axis = np.array([[0, 0, 1], [0, 0, 1]], dtype=float)\n",
"magnetisation_dir = np.array([[1, 0, 0], [0, 1, 0]], dtype=float)\n",
"location = np.array([[0, 0, 0], [20e-9, 0, 0]], dtype=float)\n",
"magnetisation = 446e3\n",
"damping = 0.1\n",
"temp = 20.0\n",
"renorm = False\n",
"time_step = 1e-12\n",
"end_time = 1e-8\n",
"max_samples = 1000\n",
"seed = 1001"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"### Simulate the system"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [],
"source": [
"import magpy as mp\n",
"results = mp.simulate(radii, anisotropy, anisotropy_axis, magnetisation_dir, location, magnetisation,\n",
" damping, temp, renorm, time_step, end_time, max_samples, seed)"
]
},
{
"cell_type": "markdown",
"metadata": {
"deletable": true,
"editable": true
},
"source": [
"### Plot!"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false,
"deletable": true,
"editable": true
},
"outputs": [
{
"data": {
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QGSCkplJYTQbB7V+D3lg5e+FWvQZnjytZshPPv9ZkIARWg8O/qggnBcGD9SZ4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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f20c1b68470>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mp.plot_results(results)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"deletable": true,
"editable": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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