{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "33d48539",
   "metadata": {},
   "source": [
    "# Huygens’ surfaces"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0847a6d7",
   "metadata": {},
   "source": [
    "**Author: Yankun (Alex) Meng, Duke University**\n",
    "\n",
    "Dielectric Huygens' metasurfaces exploit the overlap of electric and magnetic dipole resonances in high-index nanoparticles to achieve near-unity transmittance with full 2π phase coverage. In this notebook we reproduce the transmittance and phase spectra from Figures 5(a) and 5(c) of the reference below, and perform a mesh convergence study using [Tidy3D](https://www.flexcompute.com/tidy3d/solver/).\n",
    "\n",
    "We follow: M. Decker, I. Staude, M. Falkner, J. Dominguez, D. N. Neshev, I. Brener, T. Pertsch, and Y. S. Kivshar, \"High-Efficiency Dielectric Huygens' Surfaces,\" *Advanced Optical Materials*, vol. 3, no. 6, pp. 813–820, 2015, [doi: 10.1002/adom.201400584](https://doi.org/10.1002/adom.201400584).\n",
    "\n",
    "<img src=\"img/Huygens.png\" alt=\"diagram\" width=\"700\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0ea8801",
   "metadata": {},
   "source": [
    "## Imports and Simulation Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f0de51ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import tidy3d as td\n",
    "import tidy3d.web as web\n",
    "import scienceplots\n",
    "\n",
    "td.config.logging_level = \"ERROR\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b42ad4a4",
   "metadata": {},
   "source": [
    "## Initialization\n",
    "\n",
    "We define the simulation components following a systematic workflow."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "893ad200",
   "metadata": {},
   "source": [
    "The simulation is built in seven steps:\n",
    "\n",
    "0. Frequency Range Specification\n",
    "1. Computational Domain Size\n",
    "2. Grid Specifications (Discretization size)\n",
    "3. Structures and Materials\n",
    "4. Sources\n",
    "5. Monitors\n",
    "6. Run time\n",
    "7. Boundary Condition Specification"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7aed509",
   "metadata": {},
   "source": [
    "## 0 Frequency Range Specification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c55ce7b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0 Define a FreqRange object with desired wavelengths\n",
    "fr = td.FreqRange.from_wvl_interval(wvl_min=1.1, wvl_max=1.6)\n",
    "N = 301\n",
    "lda0 = td.C_0 / fr.freq0"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e0231f4",
   "metadata": {},
   "source": [
    "## 1 Computational Domain Size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0bd080e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1 Computational Domain Size\n",
    "h = 0.220  # Height of cylinder\n",
    "spc = 2\n",
    "Lz = spc + h + h + spc\n",
    "\n",
    "P = 0.666  # periodicity\n",
    "sim_size = [P, P, Lz]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7c955ca",
   "metadata": {},
   "source": [
    "## 2 Grid Resolution"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "415fc6e4",
   "metadata": {},
   "source": [
    "Grid resolution is uniform grid in the horizontal direction with a yee cell length of $\\frac{P}{32}$ where $P$ is the periodicity. In the vertical direction, `AutoGrid` means it's non-uniform and adjusted based on the wavelength of the particular medium. Here, `min_steps_per_wvl=32` means we are taking a minimum of 32 steps based on the wavelength, which will be shorter in the medium with a higher index of refraction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3bcd86b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "dl = P / 32\n",
    "horizontal_grid = td.UniformGrid(dl=dl)\n",
    "vertical_grid = td.AutoGrid(min_steps_per_wvl=32)\n",
    "grid_spec=td.GridSpec(\n",
    "    grid_x=horizontal_grid,\n",
    "    grid_y=horizontal_grid,\n",
    "    grid_z=vertical_grid,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91a3babe",
   "metadata": {},
   "source": [
    "## 3 Structures and Materials"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eac054af",
   "metadata": {},
   "source": [
    "**Structures and Materials for the meta-atom**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c3486f7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = 0.242  # radius of the cylinder\n",
    "n_Si = 3.5\n",
    "Si = td.Medium(permittivity=n_Si**2, name='Si')\n",
    "cylinder = td.Structure(\n",
    "    geometry=td.Cylinder(center=[0, 0, h / 2], radius=r, length=h, axis=2), medium=Si\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13e3240b",
   "metadata": {},
   "source": [
    "**Background Medium for Figure 5(a) ($n_1=1.4, n_2=1.45$)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2cd309a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Background medium for the first simulation\n",
    "n_glass = 1.4\n",
    "n_SiO2 = 1.45\n",
    "glass = td.Medium(permittivity=n_glass**2, name='glass')\n",
    "SiO2 = td.Medium(permittivity=n_SiO2**2, name='oxide')\n",
    "\n",
    "substrate = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0,0,-Lz/2),\n",
    "        size=(td.inf,td.inf,2 * (spc+h))\n",
    "    ),\n",
    "    medium=SiO2,\n",
    "    name='substrate'\n",
    ")\n",
    "\n",
    "glass = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0,0,Lz/2),\n",
    "        size=(td.inf,td.inf,2 * (spc+h))\n",
    "    ),\n",
    "    medium=glass,\n",
    "    name='superstrate'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2aacd23e",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3a955cb",
   "metadata": {},
   "source": [
    "**Background Medium for Figure 5(c) ($n=1.66$)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ebc07a61",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Background medium for the second simulation\n",
    "# Polymer\n",
    "n_polymer = 1.66\n",
    "polymer = td.Structure(\n",
    "    geometry=td.Box(\n",
    "        center=(0,0,0),\n",
    "        size=(td.inf,td.inf,td.inf)\n",
    "    ),\n",
    "    medium=td.Medium(permittivity=n_polymer**2, name='polymer'),\n",
    "    name='polymer'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03c801e6",
   "metadata": {},
   "source": [
    "## 4 The Source"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc1d5c62",
   "metadata": {},
   "source": [
    "The source is a simple Plane wave that traverses in the -z axis, placed $\\frac{\\lambda_0}{2}$ distance above the metaatom in the computational domain. Polarization is along the x-axis, that's what `pol_angle=0` means."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "934b8345",
   "metadata": {},
   "outputs": [],
   "source": [
    "source = td.PlaneWave(\n",
    "    source_time=fr.to_gaussian_pulse(),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    center=(0, 0, Lz/2 - spc + 0.5 * lda0),\n",
    "    direction=\"-\",\n",
    "    pol_angle=0\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c696cef0",
   "metadata": {},
   "source": [
    "## 5 Monitors"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bb114aa",
   "metadata": {},
   "source": [
    "**Monitor for Transmittance**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4b83ad20",
   "metadata": {},
   "outputs": [],
   "source": [
    "flux_monitor = td.FluxMonitor(\n",
    "    center=(0, 0, -Lz/2 + spc - 0.5 * lda0),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    freqs=fr.freqs(N),\n",
    "    name=\"flux_monitor\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38c79787",
   "metadata": {},
   "source": [
    "**Monitor for Phase**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "40214227",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We use FieldMonitor instead of DiffractionMonitor because\n",
    "# DiffractionMonitor only gives you amplitudes of diffraction orders, \n",
    "# losing phase detail if you care about continuous phase.\n",
    "field_monitor = td.FieldMonitor(\n",
    "    center=(0, 0, -Lz/2 + spc - 0.5 * lda0),\n",
    "    size=(td.inf, td.inf, 0),\n",
    "    fields=[\"Ex\"],\n",
    "    freqs=fr.freqs(N),\n",
    "    name=\"field_monitor\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89b4658b",
   "metadata": {},
   "source": [
    "## 6 Run Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c8f8153d",
   "metadata": {},
   "outputs": [],
   "source": [
    "bandwidth = fr.fmax - fr.fmin\n",
    "run_time_short = 50 / bandwidth # run_time for the transmittance simulation\n",
    "run_time_long = 200 / bandwidth # run_time for the phase simulation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb883caf",
   "metadata": {},
   "source": [
    "## 7 Boundary Conditions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9aa86658",
   "metadata": {},
   "source": [
    "We apply PML in the +z and -z boundaries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "598fa6dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "bc = td.BoundarySpec(\n",
    "    x=td.Boundary.periodic(), \n",
    "    y=td.Boundary.periodic(), \n",
    "    z=td.Boundary.pml()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0a37c36",
   "metadata": {},
   "source": [
    "## Helper Function\n",
    "\n",
    "A helper function is used to create both the \"actual\" (with the cylinder) and \"norm\" (without the cylinder) simulations, following the [DRY Principle](https://en.wikipedia.org/wiki/Don%27t_repeat_yourself)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "949479b0",
   "metadata": {},
   "source": [
    "The function builds a pair of Tidy3D simulations—one with and one without the meta-atom—so that the normalised transmittance or phase can be obtained by dividing the two results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d97006cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def simulation_helper(background, monitors, run_time):\n",
    "    sim_empty=td.Simulation(\n",
    "        size=sim_size,\n",
    "        grid_spec=grid_spec,\n",
    "        structures=background,\n",
    "        sources=[source],\n",
    "        monitors=monitors,\n",
    "        run_time=run_time,\n",
    "        boundary_spec=bc\n",
    "    )\n",
    "\n",
    "    background.append(cylinder)\n",
    "    sim_actual = td.Simulation(\n",
    "        size=sim_size,\n",
    "        grid_spec=grid_spec,\n",
    "        structures=background,\n",
    "        sources=[source],\n",
    "        monitors=monitors,\n",
    "        run_time=run_time,\n",
    "        boundary_spec=bc\n",
    "    )\n",
    "\n",
    "    # Always visualize simulation before running\n",
    "    fig, (ax1,ax2,ax3) = plt.subplots(1, 3, figsize=(12, 6))\n",
    "    ax1.tick_params(axis='x', labelsize=7)\n",
    "    ax2.tick_params(axis='x', labelsize=7)\n",
    "    sim_actual.plot(x=0, ax=ax1)\n",
    "    sim_actual.plot_grid(x=0, ax=ax1)\n",
    "    sim_actual.plot(y=0, ax=ax2)\n",
    "    sim_actual.plot_grid(y=0, ax=ax2)\n",
    "    sim_actual.plot(z=0, ax=ax3)\n",
    "    sim_actual.plot_grid(z=0, ax=ax3)\n",
    "    plt.savefig(f'huygens_structure_{background[0].name}.png', dpi=300)\n",
    "    plt.show()\n",
    "\n",
    "    sims = {\n",
    "        \"norm\": sim_empty,\n",
    "        \"actual\": sim_actual,\n",
    "    }\n",
    "\n",
    "    return sims\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daa0bf25",
   "metadata": {},
   "source": [
    "## Transmittance Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2b21a899",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sims = simulation_helper(\n",
    "    background=[substrate, glass],\n",
    "    monitors=[flux_monitor],\n",
    "    run_time=run_time_short\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "176e7401",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "efaaf9e2eb77491795369d20d10eedf9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:18:43 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:18:43 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m2\u001b[0m tasks.                       \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:18:45 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.050</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:18:45 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.050\u001b[0m for the whole batch.                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after    \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after    \n",
       "\u001b[2;36m             \u001b[0mcompletion.                                                        \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "26df1d305110422fa2c61f1782766d5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "batch = web.Batch(simulations=sims, verbose=True)\n",
    "batch_data = batch.run(path_dir=\"data/huygens5a\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03305592",
   "metadata": {},
   "source": [
    "## Transmittance Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e9a64fa4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this uses scienceplots to make plots look better\n",
    "plt.style.use(['science', 'notebook', 'grid'])\n",
    "T = batch_data[\"actual\"][\"flux_monitor\"].flux / batch_data[\"norm\"][\"flux_monitor\"].flux"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0e6ae87b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot transmission, compare to paper results, look similar\n",
    "fig, ax = plt.subplots(1, 1, figsize=(6, 4.5))\n",
    "plt.plot(td.C_0 / fr.freqs(N) * 1000, np.abs(T)**2, \"r\", lw=1, label=\"T\")\n",
    "plt.xlabel(r\"wavelength ($nm$)\")\n",
    "plt.ylabel(\"Transmittance\")\n",
    "plt.ylim(0, 1)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eeb1515",
   "metadata": {},
   "source": [
    "## Phase Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3394cba4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sims = simulation_helper(\n",
    "    background=[polymer],\n",
    "    monitors=[field_monitor],\n",
    "    run_time=run_time_long\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "709b4592",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aa8f64c641804695950db34c33a3aee4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:18:49 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span> tasks.                       \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:18:49 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m2\u001b[0m tasks.                       \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:18:51 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.050</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:18:51 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.050\u001b[0m for the whole batch.                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after    \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after    \n",
       "\u001b[2;36m             \u001b[0mcompletion.                                                        \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "edd25cf947d44fb5bdd7402817e4ab20",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "batch = web.Batch(simulations=sims, verbose=True)\n",
    "batch_data = batch.run(path_dir=\"data/huygens5c\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfb07b72",
   "metadata": {},
   "source": [
    "## Phase Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "439f32fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Extraction\n",
    "Ex_actual = batch_data[\"actual\"][\"field_monitor\"].Ex \n",
    "Ex_norm = batch_data[\"norm\"][\"field_monitor\"].Ex\n",
    "Ex = Ex_actual / Ex_norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8ca39300",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. Compute average over the xy-plane\n",
    "Ex_avg = np.mean(Ex[:, :, 0, :], axis=(0,1))\n",
    "\n",
    "# 2. Compute phase\n",
    "phase_avg = np.angle(Ex_avg)\n",
    "\n",
    "# 3. Unwrap phase to remove ±pi jumps\n",
    "phase_avg_unwrapped = np.unwrap(phase_avg)\n",
    "\n",
    "# 4. Make relative to first point (optional)\n",
    "phase_rel = phase_avg_unwrapped - phase_avg_unwrapped[0]\n",
    "\n",
    "phase_actual = np.unwrap(np.angle(np.mean(Ex_actual[:, :, 0, :], axis=(0,1))))\n",
    "phase_norm = np.unwrap(np.angle(np.mean(Ex_norm[:, :, 0, :], axis=(0,1))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "af40b97a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(6, 4.5))\n",
    "plt.plot(td.C_0 / fr.freqs(N) * 1000, phase_rel, \"r\", lw=1, label=\"$\\phi$\")\n",
    "plt.plot(td.C_0 / fr.freqs(N) * 1000, phase_actual, \"b\", lw=1, label=\"Actual $\\phi$\")\n",
    "plt.plot(td.C_0 / fr.freqs(N) * 1000, phase_norm, \"g\", lw=1, label=\"Norm $\\phi$\")\n",
    "plt.xlabel(r\"wavelength ($nm$)\")\n",
    "plt.ylabel(\"Phase\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c20d2432",
   "metadata": {},
   "source": [
    "## Final Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "10adc21d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
    "\n",
    "# work on the first figure\n",
    "ax = axes[0]\n",
    "ax.tick_params(axis=\"both\", labelsize=10)\n",
    "ax.plot(td.C_0 / fr.freqs(N) * 1000, np.abs(T)**2, \"r\", lw=1, label=\"$|T|^2$\")\n",
    "ax.set_xlabel(r\"wavelength [$nm$]\", fontsize=12)\n",
    "ax.set_ylabel(\"Transmittance\", fontsize=12)\n",
    "ax.set_title(\"Transmittance vs Wavelength from Simulation 1\", fontsize=12)\n",
    "ax.set_xlim(1100, 1600)\n",
    "ax.set_ylim(0, 1.1)\n",
    "ax.legend(loc=\"lower right\", fontsize=12)\n",
    "\n",
    "# work on the second figure\n",
    "ax = axes[1]\n",
    "ax.tick_params(axis=\"both\", labelsize=10)\n",
    "ax.plot(td.C_0 / fr.freqs(N) * 1000, phase_rel, \"b\", lw=1, label=\"$\\phi$\")\n",
    "ax.set_xlabel(r\"wavelength [$nm$]\", fontsize=12)\n",
    "ax.set_ylabel(\"Phase [rad]\", fontsize=12)\n",
    "ax.set_title(\"Phase Change vs Wavelength from Simulation 2\", fontsize=12)\n",
    "ax.set_xlim(1100, 1600)\n",
    "ax.set_ylim(0, np.pi*2)\n",
    "yticks = [0, np.pi/2, np.pi, 3*np.pi/2, 2*np.pi]\n",
    "ytick_labels = [r\"$0$\", r\"$\\frac{\\pi}{2}$\", r\"$\\pi$\", \n",
    "                r\"$\\frac{3\\pi}{2}$\", r\"$2\\pi$\"]\n",
    "ax.set_yticks(yticks)\n",
    "ax.set_yticklabels(ytick_labels)\n",
    "ax.legend()\n",
    "\n",
    "plt.savefig(\"huygens.png\", dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "85ff66eb",
   "metadata": {},
   "source": [
    "## Mesh Study"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37ba2cf5",
   "metadata": {},
   "source": [
    "Here, we set out to study the effect of different yee cell length on the transmittance. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ed46b041",
   "metadata": {},
   "outputs": [],
   "source": [
    "dls = [P/2, P/4, P/8, P/16, P/32, P/64, P/128] # mesh study list\n",
    "sims = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "04a145a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for each dl in dls\n",
    "for i, dl in enumerate(dls):\n",
    "    # 2 Grid Specifications\n",
    "    horizontal_grid = td.UniformGrid(dl=dl)\n",
    "    vertical_grid = td.AutoGrid(min_steps_per_wvl=32)\n",
    "    grid_spec=td.GridSpec(\n",
    "        grid_x=horizontal_grid,\n",
    "        grid_y=horizontal_grid,\n",
    "        grid_z=vertical_grid,\n",
    "    )\n",
    "\n",
    "    # 4 Sources\n",
    "    source = td.PlaneWave(\n",
    "        source_time=fr.to_gaussian_pulse(),\n",
    "        size=(td.inf, td.inf, 0),\n",
    "        center=(0, 0, Lz/2 - spc + 2 * dl),\n",
    "        direction=\"-\",\n",
    "        pol_angle=0\n",
    "    )\n",
    "\n",
    "    # 5 Monitor\n",
    "    monitor = td.FluxMonitor(\n",
    "        center=(0, 0, -Lz/2 + spc - 2*dl),\n",
    "        size=(td.inf, td.inf, 0),\n",
    "        freqs=fr.freqs(N),\n",
    "        name=\"flux\"\n",
    "    )\n",
    "\n",
    "    sim_empty=td.Simulation(\n",
    "        size=sim_size,\n",
    "        grid_spec=grid_spec,\n",
    "        structures=[substrate, glass],\n",
    "        sources=[source],\n",
    "        monitors=[monitor],\n",
    "        run_time=run_time_short,\n",
    "        boundary_spec=bc\n",
    "    )\n",
    "\n",
    "    sim_actual = td.Simulation(\n",
    "        size=sim_size,\n",
    "        grid_spec=grid_spec,\n",
    "        structures=[substrate, glass, cylinder],\n",
    "        sources=[source],\n",
    "        monitors=[monitor],\n",
    "        run_time=run_time_short,\n",
    "        boundary_spec=bc\n",
    "    )\n",
    "\n",
    "    sims[f\"norm{i}\"] = sim_empty\n",
    "    sims[f\"actual{i}\"] = sim_actual  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "784f7037",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['norm0', 'actual0', 'norm1', 'actual1', 'norm2', 'actual2', 'norm3', 'actual3', 'norm4', 'actual4', 'norm5', 'actual5', 'norm6', 'actual6'])\n"
     ]
    }
   ],
   "source": [
    "# verify the sims dictionary\n",
    "print(sims.keys())\n",
    "batch = web.Batch(simulations=sims, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "34c1a381",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "184f71ac023d4678a608347a37e3bb84",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:18:57 EDT </span>Started working on Batch containing <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">14</span> tasks.                      \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:18:57 EDT\u001b[0m\u001b[2;36m \u001b[0mStarted working on Batch containing \u001b[1;36m14\u001b[0m tasks.                      \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:19:10 EDT </span>Maximum FlexCredit cost: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.392</span> for the whole batch.                \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:19:10 EDT\u001b[0m\u001b[2;36m \u001b[0mMaximum FlexCredit cost: \u001b[1;36m0.392\u001b[0m for the whole batch.                \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>Use <span style=\"color: #008000; text-decoration-color: #008000\">'Batch.real_cost()'</span> to get the billed FlexCredit cost after    \n",
       "<span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">             </span>completion.                                                        \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m            \u001b[0m\u001b[2;36m \u001b[0mUse \u001b[32m'Batch.real_cost\u001b[0m\u001b[32m(\u001b[0m\u001b[32m)\u001b[0m\u001b[32m'\u001b[0m to get the billed FlexCredit cost after    \n",
       "\u001b[2;36m             \u001b[0mcompletion.                                                        \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "73621d82a44d4334b4bb358f22a36a2b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fbfbf; text-decoration-color: #7fbfbf\">13:19:13 EDT </span>Batch complete.                                                    \n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;36m13:19:13 EDT\u001b[0m\u001b[2;36m \u001b[0mBatch complete.                                                    \n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# run the simulations\n",
    "batch_data = batch.run(path_dir=\"data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ee2e0ac",
   "metadata": {},
   "source": [
    "## Mesh Study Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3c6cfc0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract results\n",
    "x = td.C_0 / fr.freqs(N) * 1000\n",
    "Ts = []\n",
    "for i in range(len(dls)):\n",
    "    Ts.append(batch_data[f\"actual{i}\"][\"flux\"].flux / batch_data[f\"norm{i}\"][\"flux\"].flux)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8b39087c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot results\n",
    "plt.figure(figsize=(10, 5))\n",
    "for i, T in enumerate(Ts):\n",
    "    plt.plot(x, np.abs(T)**2, \"-\",lw=1, label=f\"dl={dls[i] * 1000:.1f} nm\")\n",
    "plt.xlabel(r\"Wavelength [$nm$]\", fontsize=12)\n",
    "plt.ylabel(r\"$|T|^2$\", fontsize=12)\n",
    "plt.xlim(1100, 1600)\n",
    "plt.ylim(-0.1, 1.1)\n",
    "plt.legend(fontsize=12)\n",
    "plt.tick_params(axis='both', labelsize=10) # change tick label size to 10\n",
    "plt.title(\"Transmission Spectra with Different Mesh Sizes\", fontsize=14)\n",
    "plt.savefig(\"mesh_convergence.png\", dpi=300)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "applications": [
   "Metamaterials, gratings, and other periodic structures",
   "Nanophotonics"
  ],
  "description": "Silicon-nanodisk Huygens' metasurfaces achieve near-unity transmittance and full 2π phase coverage by overlapping electric and magnetic dipole resonances. This notebook reproduces the transmittance and phase spectra from Decker et al. (2015) and includes a mesh convergence study using the Tidy3D cloud-based FDTD solver.",
  "feature_image": "./img/Huygens.png",
  "features": [
   "Batch web API"
  ],
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "keywords": "Huygens, metasurface, Tidy3D, FDTD",
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  },
  "title": "Simulating Huygens' dielectric metasurface transmittance and phase with Tidy3D FDTD"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
