{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Comparison of terms with OOMMF\n",
    "\n",
    "In this notebook, we compare calculations related to different energy and dynamics terms done by OOMMF and discretisedfield."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import micromagneticmodel as mm\n",
    "import numpy as np\n",
    "import oommfc as oc\n",
    "\n",
    "import discretisedfield as df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Energy terms\n",
    "\n",
    "For comparisons we use skyrmion magnetisation field."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:11]... (2.2 s)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Geometry\n",
    "L = 100e-9\n",
    "thickness = 5e-9\n",
    "cell = (5e-9, 5e-9, 5e-9)\n",
    "p1 = (-L / 2, -L / 2, 0)\n",
    "p2 = (L / 2, L / 2, thickness)\n",
    "region = df.Region(p1=p1, p2=p2)\n",
    "mesh = df.Mesh(region=region, cell=cell, bc={\"neumann\": 0})\n",
    "\n",
    "# Parameters\n",
    "mu0 = 4 * np.pi * 1e-7\n",
    "Ms = 3.84e5\n",
    "A = 8.78e-12\n",
    "D = 1.58e-3\n",
    "K = 1e4\n",
    "u = (0, 0, 1)\n",
    "H = (0, 0, 1e5)\n",
    "system = mm.System(name=\"skyrmion\")\n",
    "system.energy = (\n",
    "    mm.Exchange(A=A)\n",
    "    + mm.DMI(D=D, crystalclass=\"T\")\n",
    "    + mm.Zeeman(H=H)\n",
    "    + mm.UniaxialAnisotropy(K=K, u=u)\n",
    ")\n",
    "\n",
    "\n",
    "def m_initial(point):\n",
    "    x, y, z = point\n",
    "    if x**2 + y**2 < (L / 4) ** 2:\n",
    "        return (0, 0, -1)\n",
    "    else:\n",
    "        return (0, 0, 1)\n",
    "\n",
    "\n",
    "system.m = df.Field(mesh, dim=3, value=m_initial, norm=Ms)\n",
    "\n",
    "md = oc.MinDriver()\n",
    "md.drive(system)\n",
    "\n",
    "system.m.plane(\"z\").mpl(figsize=(9, 7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Magnetisation\n",
    "\n",
    "$$\\mathbf{m} = \\frac{\\mathbf{M}}{M_\\text{s}}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = system.m.orientation\n",
    "\n",
    "m.plane(\"z\").mpl(scalar_clim=(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.9653540724785998"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m1 & m2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Field(mesh=Mesh(region=Region(p1=(-5e-08, -5e-08, 0.0), p2=(5e-08, 5e-08, 5e-09)), n=(20, 20, 1), bc='xyz', subregions={}), dim=1)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m @ m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Zeeman\n",
    "\n",
    "Add d.cross, df.dot\n",
    "\n",
    "| property | equation in continuous form | discretisedfield form |\n",
    "|-|-|-|\n",
    "| Energy density | $w = -\\mu_{0}M_\\text{s}\\mathbf{m}\\cdot\\mathbf{H}$ | `- mu0 * Ms * m @ H` |\n",
    "| Energy | $E = -\\int_{V}\\mu_{0}M_\\text{s}\\mathbf{m}\\cdot\\mathbf{H} dV$ | `(- mu0 * Ms * m @ H).volume_integral` |\n",
    "| Effective field | $\\mathbf{H}_\\text{eff} = \\mathbf{H}$ | `H` |\n",
    "\n",
    "#### Energy density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.2 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wdf = -mu0 * Ms * m @ H\n",
    "woc = oc.compute(system.energy.zeeman.density, system)\n",
    "wdf.allclose(woc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.6 s)\n",
      "df: -1.0347218597966675e-18\n",
      "oc: -1.0347218598e-18\n",
      "rerr: -3.220610979870561e-10 %\n"
     ]
    }
   ],
   "source": [
    "Edf = (-mu0 * Ms * m @ H).volume_integral\n",
    "Eoc = oc.compute(system.energy.zeeman.energy, system)\n",
    "print(f\"df: {Edf}\")\n",
    "print(f\"oc: {Eoc}\")\n",
    "print(f\"rerr: {abs(Edf-Eoc)/Edf * 100} %\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Effective field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.2 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Hdf = df.Field(mesh, dim=3, value=H)\n",
    "Hoc = oc.compute(system.energy.zeeman.effective_field, system)\n",
    "Hdf.allclose(Hoc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Uniaxial anisotropy\n",
    "\n",
    "| property | equation in continuous form | discretisedfield form |\n",
    "|-|-|-|\n",
    "| Energy density | $w = K |\\mathbf{m} \\times \\mathbf{u}|^{2}$ | `K * abs(m & u)**2` |\n",
    "| Energy | $E = \\int_{V}K |\\mathbf{m} \\times \\mathbf{u}|^{2} dV$ | `(K * abs(m & u)**2).volume_integral` |\n",
    "| Effective field | $\\mathbf{H}_\\text{eff} = \\frac{2K}{\\mu_{0}M_\\text{s}} (\\mathbf{m} \\cdot \\mathbf{u})\\mathbf{u}$ | `2 * K / (mu0 * Ms) * (m @ u) * u` |\n",
    "\n",
    "#### Energy density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.1 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wdf = K * (m & u).norm ** 2\n",
    "woc = oc.compute(system.energy.uniaxialanisotropy.density, system)\n",
    "wdf.allclose(woc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.2 s)\n",
      "df: 2.0433559012028932e-19\n",
      "oc: 2.0433559012e-19\n",
      "rerr: 1.4159198880882791e-10 %\n"
     ]
    }
   ],
   "source": [
    "Edf = (K * (m & u).norm ** 2).volume_integral\n",
    "Eoc = oc.compute(system.energy.uniaxialanisotropy.energy, system)\n",
    "print(f\"df: {Edf}\")\n",
    "print(f\"oc: {Eoc}\")\n",
    "print(f\"rerr: {abs(Edf-Eoc)/Edf * 100} %\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Effective field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.4 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Hdf = 2 * K / (mu0 * Ms) * (m @ u) * u\n",
    "Hoc = oc.compute(system.energy.uniaxialanisotropy.effective_field, system)\n",
    "Hdf.allclose(Hoc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exchange\n",
    "\n",
    "| property | equation in continuous form | discretisedfield form |\n",
    "|-|-|-|\n",
    "| Energy density | $w = - A \\mathbf{m} \\cdot \\nabla^{2} \\mathbf{m}$ | `- A * m @ m.laplace` |\n",
    "| Energy | $E = -\\int_{V} A \\mathbf{m} \\cdot \\nabla^{2} \\mathbf{m} dV$ | `(- A * m @ m.laplace).volume_integral` |\n",
    "| Effective field | $\\mathbf{H}_\\text{eff} = \\frac{2A}{\\mu_{0}M_\\text{s}} \\nabla^{2} \\mathbf{m}$ | `2 * A / (mu0 * Ms) * m.laplace` |\n",
    "\n",
    "#### Energy density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.1 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wdf = -A * m @ m.laplace\n",
    "woc = oc.compute(system.energy.exchange.density, system)\n",
    "wdf.allclose(woc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.1 s)\n",
      "df: 1.7438374237954543e-18\n",
      "oc: 1.7438374238e-18\n",
      "rerr: 2.606653460188577e-10 %\n"
     ]
    }
   ],
   "source": [
    "Edf = (-A * m @ m.laplace).volume_integral\n",
    "Eoc = oc.compute(system.energy.exchange.energy, system)\n",
    "print(f\"df: {Edf}\")\n",
    "print(f\"oc: {Eoc}\")\n",
    "print(f\"rerr: {abs(Edf-Eoc)/Edf * 100} %\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Effective field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.2 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Hdf = 2 * A / (mu0 * Ms) * m.laplace\n",
    "Hoc = oc.compute(system.energy.exchange.effective_field, system)\n",
    "Hdf.allclose(Hoc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DMI (T)\n",
    "\n",
    "| property | equation in continuous form | discretisedfield form |\n",
    "|-|-|-|\n",
    "| Energy density | $w = D \\mathbf{m} \\cdot (\\nabla \\times \\mathbf{m})$ | `D * m @ m.curl` |\n",
    "| Energy | $E = \\int_{V} D \\mathbf{m} \\cdot (\\nabla \\times \\mathbf{m}) dV$ | `(D * m @ m.curl).volume_integral` |\n",
    "| Effective field | $\\mathbf{H}_\\text{eff} = -\\frac{2D}{\\mu_{0}M_\\text{s}} (\\nabla \\times \\mathbf{m})$ | `- 2 * D / (mu0 * Ms) * m.curl` |\n",
    "\n",
    "#### Energy density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.2 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wdf = D * m @ m.curl\n",
    "woc = oc.compute(system.energy.dmi.density, system)\n",
    "wdf.allclose(woc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.1 s)\n",
      "df: -4.350588323927945e-18\n",
      "oc: -4.35058832393e-18\n",
      "rerr: -4.724309182153037e-11 %\n"
     ]
    }
   ],
   "source": [
    "Edf = (D * m @ m.curl).volume_integral\n",
    "Eoc = oc.compute(system.energy.dmi.energy, system)\n",
    "print(f\"df: {Edf}\")\n",
    "print(f\"oc: {Eoc}\")\n",
    "print(f\"rerr: {abs(Edf-Eoc)/Edf * 100} %\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Effective field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running OOMMF (ExeOOMMFRunner) [2020/06/08 10:12]... (2.1 s)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Hdf = -2 * D / (mu0 * Ms) * m.curl\n",
    "Hoc = oc.compute(system.energy.dmi.effective_field, system)\n",
    "Hdf.allclose(Hoc)"
   ]
  }
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