Main_cloud.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "g0_pkb1_optimize (generic function with 3 methods)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using Gridap, Gridap.Geometry, Gridap.Fields\n",
    "using Gmsh, GridapGmsh\n",
    "using GLMakie, DelimitedFiles, Interpolations\n",
    "using LinearAlgebra, SparseArrays, KrylovKit\n",
    "using ChainRulesCore, Zygote\n",
    "using PartitionedArrays\n",
    "using NLopt\n",
    "using GridapMakie\n",
    "\n",
    "import Gridap.CellData: Interpolable\n",
    "import ChainRulesCore: rrule\n",
    "import Gmsh: gmsh\n",
    "\n",
    "\n",
    "main_path = \"/Users/jayyao/Documents/Research/RamanInFluid/\"\n",
    "include(main_path*\"Materials/Materials.jl\")\n",
    "include(main_path*\"Module/Mesh_Periodic.jl\")\n",
    "include(main_path*\"Module/Helper.jl\")\n",
    "include(main_path*\"Module/GridapFE.jl\")\n",
    "include(main_path*\"Module/Control.jl\")\n",
    "include(main_path*\"Module/Model.jl\")\n",
    "include(main_path*\"Module/Objective.jl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Process(`\u001b[4mscp\u001b[24m \u001b[4mwyao@txe1-login.mit.edu:/home/gridsan/wyao/Research/RamanInFluid/cloud/task1/geometry.msh\u001b[24m \u001b[4m/Users/jayyao/Documents/Research/RamanInFluid/cloud/\u001b[24m`, ProcessExited(0))"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "material = \"Ag\"\n",
    "n_λ, k_λ = RefractiveIndex(material,main_path,true)\n",
    "λ1 = 532\n",
    "λ2 = 549\n",
    "# λ1 = 400\n",
    "# λ2 = 427\n",
    "nf = sqrt(1.77)\n",
    "nm1 = n_λ(λ1) + 1im * k_λ(λ1)\n",
    "nm2 = n_λ(λ2) + 1im * k_λ(λ2)\n",
    "\n",
    "μ = 1\n",
    "R = 1e-10\n",
    "\n",
    "hr = (λ1+λ2)/nf/4          # Height of Raman molecule\n",
    "# Geometry parameters of the mesh\n",
    "L = 400           # Length of the normal region\n",
    "hair = 500 + hr       # Height of the air region\n",
    "hs = 300 + hr         # Height of the source location in air\n",
    "ht = 200 + hr         # Height of the target location in air\n",
    "hd = 200          # Height of design domain\n",
    "hsub = 100        # Height of substrate domain below design domain\n",
    "dpml = 300        # Thickness of the PML\n",
    "hrd = (hd, hr)\n",
    "# Characteristic length (controls the resolution, smaller the finer)\n",
    "resol = 20        # Number of points per wavelength\n",
    "l1 = 20      # Air\n",
    "l2 = 1       # Design domain\n",
    "l3 = l1           # PML\n",
    "\n",
    "meshfile = \"cloud/geometry.msh\"\n",
    "geo_param = PeriodicGeometry(L, hair, hs, ht, hd, hsub, dpml, l1, l2, l3)\n",
    "# MeshGenerator(geo_param, meshfile)\n",
    "\n",
    "LHp=(Inf, hair + hd)  # Start of PML for x,y > 0\n",
    "LHn=(Inf, hsub)       # Start of PML for x,y < 0\n",
    "\n",
    "\n",
    "ω1 = 2 * π / λ1\n",
    "phys1 = PhysicalParameters(ω1, nf, nm1, nm1, μ, R, dpml, LHp, LHn, hd)\n",
    "ω2 = 2 * π / λ2\n",
    "phys2 = PhysicalParameters(ω2, nf, nm2, nm2, μ, R, dpml, LHp, LHn, hd)\n",
    "run(`scp wyao@txe1-login.mit.edu:/home/gridsan/wyao/Research/RamanInFluid/cloud/task1/geometry.msh /Users/jayyao/Documents/Research/RamanInFluid/cloud/`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Info    : Reading 'cloud/geometry.msh'...\n",
      "Info    : 45 entities\n",
      "Info    : 106527 nodes\n",
      "Info    : [ 10%] Reading nodes                                          \r",
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      "                                          \r",
      "Info    : 213250 elements\n",
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      "                                          \r",
      "Info    : Done reading 'cloud/geometry.msh'\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "GridapParameters(UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), UnconstrainedFESpace(), 185042, BodyFittedTriangulation(), Measure(), Measure(), Measure(), Measure(), Measure(), Measure(), GenericCellField(), Int8[8, 8, 8, 8, 8, 8, 8, 8, 8, 8  …  10, 10, 10, 10, 10, 10, 10, 10, 10, 10], 7)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "############  Optimization parameters #############\n",
    "flag_f = true       # Turn on filter\n",
    "flag_t = true       # Turn on threshold\n",
    "\n",
    "# Filter and threshold paramters\n",
    "r = (2, 2)  # Filter radius\n",
    "β = 32.0                  # β∈[1,∞], threshold sharpness\n",
    "η = 0.5                   # η∈[0,1], threshold center\n",
    "\n",
    "α = 1.0 / (2 * 1000.0)    # Equivalent loss α = 1/2Q\n",
    "\n",
    "# Number of subspace\n",
    "K = 20\n",
    "\n",
    "# Amplify g for NLopt\n",
    "Amp = 1e-4\n",
    "\n",
    "# Sum over kx\n",
    "nkx = 30\n",
    "nparts = nkx / 2\n",
    "\n",
    "Bp = true          # Matrix B depend on parameters?\n",
    "pv = 1\n",
    "\n",
    "# Foundary constraint parameters\n",
    "c = 0#resol^4\n",
    "lw = r[1]\n",
    "ls = r[1]\n",
    "ηe = fηe(lw / r[1])\n",
    "ηd = fηd(lw / r[1])\n",
    "\n",
    "control = ControllingParameters(flag_f, flag_t, r, β, η, α, nparts, nkx, K, Amp, Bp, pv, c, ηe, ηd, hrd)\n",
    "\n",
    "gridap = GridapFE(meshfile, 1, 2, [\"DirichletEdges\", \"DirichletNodes\"], [\"DesignNodes\", \"DesignEdges\"], [\"Target\"], [\"Source\"], flag_f, true)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Process(`\u001b[4mscp\u001b[24m \u001b[4mwyao@txe1-login.mit.edu:/home/gridsan/wyao/Research/RamanInFluid/cloud/task5/p_opt_value.txt\u001b[24m \u001b[4m/Users/jayyao/Documents/Research/RamanInFluid/cloud/\u001b[24m`, ProcessExited(0))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#run(`scp wyao@txe1-login.mit.edu:/home/gridsan/wyao/Research/RamanInFluid/cloud/task1/geometry.msh /Users/jayyao/Documents/Research/RamanInFluid/`)\n",
    "run(`scp wyao@txe1-login.mit.edu:/home/gridsan/wyao/Research/RamanInFluid/cloud/task5/p_opt_value.txt /Users/jayyao/Documents/Research/RamanInFluid/cloud/`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "((θ1 / π) * 180, (θ2 / π) * 180) = (0.0, 0.0)\n",
      "(g0_p(p0; kb1, kb2, phys1, phys2, control, gridap, usat, damp) / L) / 147 = 86.09534670990516\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure()"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Output and view\n",
    "ImportFromFile = true\n",
    "N = num_free_dofs(gridap.FE_U)\n",
    "kb1 = VectorValue(sin(0/180*π) * ω1 * nf, 0)\n",
    "kb2 = VectorValue(sin(0/180*π) * ω2 * nf, 0)\n",
    "\n",
    "if ImportFromFile\n",
    "    #p_max = readdlm(\"cloud/task5/p_opt_value.txt\", Float64)\n",
    "    p_max = readdlm(\"cloud/p_opt_value.txt\", Float64)\n",
    "    p0 = p_max[1:gridap.np]\n",
    "    if length(p_max)==(gridap.np+2)\n",
    "        kb1 = VectorValue(p_max[end-1],0)\n",
    "        kb2 = VectorValue(p_max[end],0)\n",
    "    elseif length(p_max)==(gridap.np+1)\n",
    "        kb1 = VectorValue(sin(30/180*π) * ω1 * nf, 0)\n",
    "        kb2 = VectorValue(p_max[end],0)\n",
    "    end\n",
    "#     p_cutoff = 0.5\n",
    "#     p0[p0.<p_cutoff] .= 0.0\n",
    "#     p0[p0.>p_cutoff] .= 1.0\n",
    "else\n",
    "    p0 = zeros(gridap.np)\n",
    "end\n",
    "\n",
    "θ1 = asin(kb1[1]/phys1.nf/phys1.ω)\n",
    "θ2 = asin(kb2[1]/phys2.nf/phys2.ω)\n",
    "@show θ1/π*180, θ2/π*180\n",
    "usat = Inf#(10)^2/4\n",
    "damp = 4\n",
    "\n",
    "pf_vec = pf_p0(p0; control, gridap)\n",
    "pfh = FEFunction(gridap.FE_Pf, pf_vec)\n",
    "pth = (pf -> Threshold(pf; control)) ∘ pfh\n",
    "A1_mat = MatrixA(pth, kb1; phys=phys1, control, gridap)\n",
    "b1_vec = assemble_vector(v->(∫(v*sqrt(cos(θ1)))gridap.dΓ_s), gridap.FE_V)\n",
    "u1_vec = A1_mat \\ b1_vec\n",
    "u1h = FEFunction(gridap.FE_U, u1_vec)\n",
    "\n",
    "A2_mat = MatrixA(pth, kb2; phys=phys2, control, gridap)\n",
    "o_vec = assemble_vector(v->(∫(v*sqrt(cos(θ2)))gridap.dΓ_t), gridap.FE_V)\n",
    "v2_vec = A2_mat' \\ o_vec\n",
    "v2h = FEFunction(gridap.FE_U, v2_vec)\n",
    "\n",
    "@show g0_p(p0; kb1, kb2, phys1, phys2, control, gridap, usat, damp)/L/147\n",
    "\n",
    "fig, ax, plt = plot(gridap.Ω, pth, colormap = :binary)\n",
    "Colorbar(fig[1,2], plt)\n",
    "ax.aspect = AxisAspect(L/(hd))\n",
    "ax.title = \"Design Shape\"\n",
    "limits!(ax, -L/2, L/2, 0, hd)\n",
    "save(\"Results/shape.png\", fig)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure()"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "maxe = 10.0#usat\n",
    "if false\n",
    "    e1=abs2(phys1.nf^2)\n",
    "    e2=abs2(phys1.nm^2)\n",
    "    uplot = u1h\n",
    "    fig, ax, plt = plot(gridap.Ω, 2*(sqrt∘(abs((conj(∇(uplot)+1im*kb1*uplot) ⋅ (∇(uplot)+1im*kb1*uplot))/(e1 + (e2 - e1) * pth)))), colormap = :hot, colorrange=(0, maxe))\n",
    "else\n",
    "    e1=abs2(phys2.nf^2)\n",
    "    e2=abs2(phys2.nm^2)\n",
    "    uplot = v2h\n",
    "    fig, ax, plt = plot(gridap.Ω, 2*(sqrt∘(abs((conj(∇(uplot)+1im*kb2*uplot) ⋅ (∇(uplot)+1im*kb2*uplot))/(e1 + (e2 - e1) * pth)))), colormap = :hot, colorrange=(0, maxe))\n",
    "end\n",
    "#fig, ax, plt = plot(gridap.Ω, real(u1h), colormap = :bwr, colorrange=(-maxv, maxv))\n",
    "#fig, ax, plt = plot(gridap.Ω, abs2(u1h), colormap = :hot, colorrange=(0, maxv^2))\n",
    "Colorbar(fig[1,2], plt)\n",
    "#ax.title = \"|H|\"\n",
    "ax.title = \"|E|\"\n",
    "#ax.aspect = AxisAspect(L/(phys1.LHp[2]+phys1.LHn[2]))\n",
    "#limits!(ax, -L/2, L/2, -phys1.LHn[2], phys1.LHp[2])\n",
    "ax.aspect = AxisAspect(L/(hd+hr*1))\n",
    "limits!(ax, -L/2, L/2, 0, hd+hr*1)\n",
    "save(\"Results/Field.png\", fig)\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "29157.900800924395"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "include(main_path*\"Module/Objective_surface.jl\")\n",
    "g0s_p(p0; kb1, kb2, phys1, phys2, control, gridap, usat, damp)/L/9e-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Process(`\u001b[4mscp\u001b[24m \u001b[4mwyao@txe1-login.mit.edu:/home/gridsan/wyao/Research/RamanInFluid/cloud/task1/g_opt_value.txt\u001b[24m \u001b[4m/Users/jayyao/Documents/Research/RamanInFluid/\u001b[24m`, ProcessExited(0))"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "run(`scp wyao@txe1-login.mit.edu:/home/gridsan/wyao/Research/RamanInFluid/cloud/task1/g_opt_value.txt /Users/jayyao/Documents/Research/RamanInFluid/`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "kernelspec": {
   "display_name": "Julia 1.6.0",
   "language": "julia",
   "name": "julia-1.6"
  },
  "language_info": {
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