{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Figure 02: Ground state - more details\n",
"\n",
"Please check out [figure-02-ground-state.ipynb](figure-02-ground-state.ipynb) first. \n",
"\n",
"In this notebook, we add computation of metastable states, and computational of the total energy.\n",
"\n",
"We still focus on two points from the parameter space, as shown in the following figure:\n",
"\n",
"\n",
"\n",
"More precisely, we are going to simulate:\n",
"\n",
"- $(d, \\mu_{0}H) = (80\\,\\text{nm}, 0.2\\,\\text{T})$ - red dot\n",
"- $(d, \\mu_{0}H) = (160\\,\\text{nm}, 0.3\\,\\text{T})$ - green triangle\n",
"\n",
"The first value is the disk diameter $d$ (thickness is always $10\\,\\text{nm}$) and the second value is an external magnetic field $H$ applied in the out-of-plane direction.\n",
"\n",
"We are going to relax the system starting from the uniform state. The function to simulate a single point in the parameter space is `parameter_space_point`:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import oommfc as oc\n",
"import discretisedfield as df\n",
"%matplotlib inline\n",
"\n",
"def parameter_space_point(d, B, initial_state):\n",
" \"\"\"\n",
" Expected parameters:\n",
" - d : disk diametre [in metres]\n",
" - B : applied field [in Tesla]\n",
" - initial_state: 'skyrmion' or 'uniform'\"\"\"\n",
" thickness = 10e-9\n",
" cell = (2.5e-9, 2.5e-9, 2.5e-9)\n",
" p1 = (-d/2, -d/2, -thickness/2)\n",
" p2 = (d/2, d/2, thickness/2)\n",
" mesh = oc.Mesh(p1=p1, p2=p2, cell=cell)\n",
" \n",
" D = 1.58e-3\n",
" Ms = 3.84e5\n",
" A = 8.78e-12\n",
"\n",
" def Ms_fun(pos):\n",
" x, y, z = pos\n",
" if x**2 + y**2 <= (d/2)**2:\n",
" return Ms\n",
" else:\n",
" return 0\n",
"\n",
" def m_fun(pos):\n",
" x, y, z = pos\n",
" if x**2 + y**2 <= (d/4)**2:\n",
" return (0, 0, -1)\n",
" else:\n",
" return (0, 0, 1)\n",
" \n",
" if initial_state == 'skyrmion':\n",
" value = m_fun\n",
" elif initial_state == 'uniform':\n",
" value = (0, 0, 1)\n",
" \n",
" system = oc.System(name='parameter-space-point')\n",
" system.hamiltonian = oc.Exchange(A=A) + oc.DMI(D=D, crystalclass='T') + oc.Demag() + \\\n",
" oc.Zeeman(H=(0, 0, B/oc.consts.mu0))\n",
" system.m = df.Field(mesh, dim=3, value=value, norm=Ms_fun)\n",
" \n",
" md = oc.MinDriver()\n",
" md.drive(system, overwrite=True)\n",
" \n",
" return system"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Small disk - different initial conditions\n",
"\n",
"We investigate the red dot configuration first: the diametre of this 'small' disk is 80 nm, and the applied field is 0.2T.\n",
"\n",
"### Small disk - Uniform initial configuration"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2019/12/01 12:50: Running OOMMF (parameter-space-point.mif) ... (1.9 s)\n"
]
}
],
"source": [
"system1_uniform = parameter_space_point(80e-9, 0.2, initial_state='uniform')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We plot the magnetisation in two ways:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "05aa6a8844024f16a7c4c6375857ed4d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"system1_uniform.m.plane(z=0, n=(20, 20)).k3d_vectors(color_field=system1_uniform.m.z, head_size=20)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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\n",
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