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Mircrostructure Optimization.ipynb 4.64 MiB
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        {
         "data": {
          "text/plain": [
           "\" It:195 Obj:187.5363800668086 Vol:0.4999861912365636 ch:0.17553511288934348 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:196 Obj:187.5260989413126 Vol:0.5000125962163978 ch:0.20000000000000007 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:197 Obj:187.48660543480725 Vol:0.5000148470424511 ch:0.19999999999999996 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
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        {
         "data": {
          "text/plain": [
           "\" It:198 Obj:187.45863587949393 Vol:0.5000018020061429 ch:0.07632439866178942 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:199 Obj:187.4528349095957 Vol:0.500011558464005 ch:0.005085756632071892 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "([1.0 1.0 … 0.0 0.0; 1.0 1.0 … 0.0 0.0; … ; 1.0 1.0 … 1.0 1.0; 1.0 1.0 … 1.0 1.0], Animation(\"/var/folders/f1/6d3kkmqj2n38tl1j1qkg8pwr0000gn/T/jl_34x4Ko\", [\"000001.png\", \"000002.png\", \"000003.png\", \"000004.png\", \"000005.png\", \"000006.png\", \"000007.png\", \"000008.png\", \"000009.png\", \"000010.png\"  …  \"000028.png\", \"000029.png\", \"000030.png\", \"000031.png\", \"000032.png\", \"000033.png\", \"000034.png\", \"000035.png\", \"000036.png\", \"000037.png\"]))"
          ]
         },
         "execution_count": 18,
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
       "source": [
        "topologyOptimization(90,30,0.5,1.5,3)"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 4,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
           "(1.8301678226790747, [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0  …  1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9], :XTOL_REACHED)"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\"got 1.8301678226790747 after 63 iterations (returned XTOL_REACHED)\""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
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           "</svg>\n"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          " 13.476947 seconds (59.89 M allocations: 6.344 GiB, 10.45% gc time)\n"
         ]
        }
       ],
       "source": [
        "totalVolFactor=0.5\n",
        "maxEval=200\n",
        "SIMP=true\n",
        "p=3\n",
        "nelx=90\n",
        "nely=30\n",
        "sensitivity=true\n",
        "rmin=1.5\n",
        "X=densityOptimization(MBB,nelx,nely,totalVolFactor,maxEval,SIMP,sensitivity,p,rmin);"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 4,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
           "topologyOptimizationMMA (generic function with 1 method)"
          ]
         },
         "execution_count": 4,
         "metadata": {},
         "output_type": "execute_result"
        }
       ],
       "source": [
        "function topologyOptimizationMMA(nelx,nely,volfrac,rmin,penal,maxEval)\n",
        "    \n",
        "    display(\"Minimum compliance problem with MMA\")\n",
        "    display(\"ndes: $nelx x $nely\")\n",
        "    display(\"volfrac: $volfrac rmin: $rmin penal: $penal\")\n",
        "    # Max and min stiffness\n",
        "    Emin=1e-9\n",
        "    Emax=1.0\n",
        "    # dofs:\n",
        "    ndof = 2*(nelx+1)*(nely+1)\n",
        "    # Allocate design variables (as array), initialize and allocate sens.\n",
        "    x=volfrac * ones(Float64,nely,nelx)\n",
        "    xold=copy(x)\n",
        "    xPhys=copy(x)\n",
        "    g=0 # must be initialized to use the NGuyen/Paulino OC approach\n",
        "    dc=zeros(Float64,(nely,nelx))\n",
        "\n",
        "    # FE: Build the index vectors for the for coo matrix format.\n",
        "    KE=lk()\n",
        "    nodenrs = reshape(1:(1+nelx)*(1+nely),1+nely,1+nelx)\n",
        "    edofVec = reshape(2*nodenrs[1:end-1,1:end-1].+1,nelx*nely,1)\n",
        "    edofMat = repeat(edofVec,1,8).+repeat([0 1 2*nely.+[2 3 0 1] -2 -1],nelx*nely,1)\n",
        "    iK = convert(Array{Int},reshape(kron(edofMat,ones(8,1))',64*nelx*nely,1))\n",
        "    jK = convert(Array{Int},reshape(kron(edofMat,ones(1,8))',64*nelx*nely,1))\n",
        "    # DEFINE LOADS AND SUPPORTS (HALF MBB-BEAM)\n",
        "    F = sparse([2],[1],[-1.0],2*(nely+1)*(nelx+1),1)\n",
        "    U = zeros(2*(nely+1)*(nelx+1),1)\n",
        "    fixeddofs = union(1:2:2*(nely+1),2*(nelx+1)*(nely+1))\n",
        "    alldofs = 1:(2*(nely+1)*(nelx+1))\n",
        "    freedofs = setdiff(alldofs,fixeddofs)\n",
        "    # Prepare filter\n",
        "    iH = ones(convert(Int,nelx*nely*(2*(ceil(rmin)-1)+1)^2),1)\n",
        "    jH = ones(Int,size(iH))\n",
        "    sH = zeros(size(iH))\n",
        "    k = 0;\n",
        "    for i1 = 1:nelx\n",
        "        for j1 = 1:nely\n",
        "            e1 = (i1-1)*nely+j1\n",
        "            for i2 = max(i1-(ceil(rmin)-1),1):min(i1+(ceil(rmin)-1),nelx)\n",
        "                for j2 = max(j1-(ceil(rmin)-1),1):min(j1+(ceil(rmin)-1),nely)\n",
        "                    e2 = (i2-1)*nely+j2\n",
        "                    k = k+1\n",
        "                    iH[k] = e1\n",
        "                    jH[k] = e2\n",
        "                    sH[k] = max(0,rmin-sqrt((i1-i2)^2+(j1-j2)^2))\n",
        "                end\n",
        "            end\n",
        "        end\n",
        "    end\n",
        "    H = sparse(vec(iH),vec(jH),vec(sH))\n",
        "    Hs = sum(H,dims=2);  \n",
        "    \n",
        "    nel=nely*nelx\n",
        "    \n",
        "\n",
        "    function FA(x::Vector, grad::Vector)\n",
        "\n",
        "        xPhys=reshape(x,nely,nelx)\n",
        "\n",
        "        sK = reshape(KE[:]*(Emin.+xPhys[:]'.^penal*(Emax-Emin)),64*nelx*nely,1)\n",
        "        K = sparse(vec(iK),vec(jK),vec(sK)); K = (K+K')/2\n",
        "        @timed U[freedofs] = K[freedofs,freedofs] \\ Array(F[freedofs])\n",
        "        # Objective function and sensitivity analysis\n",
        "        ce = reshape(sum((U[edofMat]*KE).*U[edofMat],dims=2),nely,nelx)\n",
        "        c = sum(sum((Emin.+xPhys.^penal*(Emax-Emin)).*ce))\n",
        "\n",
        "        dc = -penal*(Emax-Emin)*xPhys.^(penal-1).*ce\n",
        "        dc[:] = H*(dc[:]./Hs)\n",
        "\n",
        "        grad[:] .= dc[:]\n",
        "\n",
        "        return c\n",
        "    end\n",
        "\n",
        "    function G(x::Vector, grad::Vector)\n",
        "        dv = ones(nely,nelx)\n",
        "        dv[:] = H*(dv[:]./Hs)\n",
        "\n",
        "        grad[:] .=  dv[:]\n",
        "\n",
        "        return (sum(x) - volfrac*nel)\n",
        "    end\n",
        "\n",
        "    FA(ones(nel)*volfrac, fill(volfrac,nel))\n",
        "    G(ones(nel)*volfrac, fill(volfrac,nel))\n",
        "\n",
        "    opt = Opt(:LD_MMA, nel)\n",
        "    opt.lower_bounds = fill(1e-9,nel)\n",
        "    opt.upper_bounds = fill(1,nel)\n",
        "    opt.xtol_rel = 1e-4\n",
        "    opt.maxeval = maxEval\n",
        "\n",
        "    opt.min_objective = FA\n",
        "    inequality_constraint!(opt, (x,gg) -> G(x,gg), 1e-4)\n",
        "\n",
        "    display(@time (minf,minx,ret) = optimize(opt, ones(nel).*volfrac))\n",
        "    numevals = opt.numevals # the number of function evaluations\n",
        "    display(\"got $minf after $numevals iterations (returned $ret)\")\n",
        "    \n",
        "    xPhys=reshape(minx,nely,nelx)\n",
        "    display(heatmap(xPhys, aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
        "\n",
        "\n",
        "    return xPhys\n",
        "end"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 5,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
           "\"Minimum compliance problem with MMA\""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\"ndes: 60 x 30\""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\"volfrac: 0.5 rmin: 1.5 penal: 3\""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "(76.04177521349403, [1.0, 1.0, 1.0, 1.0, 1.0, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9, 1.0e-9  …  1.0e-9, 1.0e-9, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0], :XTOL_REACHED)"
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\"got 76.04177521349403 after 65 iterations (returned XTOL_REACHED)\""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
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          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "name": "stdout",
         "output_type": "stream",
         "text": [
          "  1.154387 seconds (21.71 k allocations: 999.462 MiB, 6.92% gc time)\n"
         ]
        }
       ],
       "source": [
        "topologyOptimizationMMA(60,30,0.5,1.5,3,200);"
       ]
      },
      {
       "cell_type": "markdown",
       "metadata": {},
       "source": [
        "## Microstructure"
       ]
      },
      {
       "cell_type": "code",
       "execution_count": 5,
       "metadata": {},
       "outputs": [
        {
         "data": {
          "text/plain": [
           "\" It:1 Obj:-0.003350423679074097 Vol:0.5000200511835843 ch:0.2 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:2 Obj:-0.018306412036262917 Vol:0.4999965165183521 ch:0.2 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:3 Obj:-0.04227041232681954 Vol:0.5000003382107933 ch:0.20000000000000007 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:4 Obj:-0.08266736881088461 Vol:0.4999998322687492 ch:0.20000000000000007 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:5 Obj:-0.10302562484447073 Vol:0.49999960385099296 ch:0.20000000000000007 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:6 Obj:-0.11590155690677476 Vol:0.4999995837445038 ch:0.19999999999999996 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:7 Obj:-0.12404593557172822 Vol:0.5000002362423399 ch:0.06492669857662392 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:8 Obj:-0.12369144190701359 Vol:0.5000002884525467 ch:0.026541112089337293 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:9 Obj:-0.12345691151425534 Vol:0.5000001622386268 ch:0.016338124593460818 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        },
        {
         "data": {
          "text/plain": [
           "\" It:10 Obj:-0.12334771897996677 Vol:0.5000002398618072 ch:0.00982718802507987 \""
          ]
         },
         "metadata": {},
         "output_type": "display_data"
        }
       ],
       "source": [