{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Microstructure Optimization"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using LinearAlgebra\n",
"using Plots\n",
"import JSON\n",
"using SparseArrays\n",
"using Images\n",
"using StaticArrays, BenchmarkTools\n",
"using VectorizedRoutines\n",
"using NLopt\n",
"using Statistics"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"getIndex3d (generic function with 2 methods)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"include(\"./julia/FEM.jl\")\n",
"include(\"./julia/data_FEM.jl\")\n",
"include(\"./julia/MBB.jl\")\n",
"include(\"./julia/topologyOptimization.jl\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"densityOptimization (generic function with 3 methods)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function densityOptimization(data_FEM,nelx,nely,totalVolFactor,maxEval,SIMP,sensitivity,p=3,rmin=1.5)\n",
"\n",
" problem=data_FEM(nelx,nely)\n",
" E,f,g,idb,ien,iplane,ndf,nel,nen,nnp,nsd,snu,t,xn,Ke=problem;\n",
" ρ=ones(nel);\n",
" K,F,d,de,Fe=FEM(problem,ρ);\n",
" debug=false\n",
" if debug\n",
" display(\"Degrees of freedom\")\n",
" display(heatmap(reshape(idb,2,nelx+1,nely+1)[1,:,:]',c=:YlGnBu,aspect_ratio=:equal))\n",
" display(heatmap(reshape(idb,2,nelx+1,nely+1)[2,:,:]',c=:YlGnBu,aspect_ratio=:equal))\n",
" display(\"Forces\")\n",
" display(heatmap(reshape(f,2,nelx+1,nely+1)[1,:,:]',c=:YlGnBu,aspect_ratio=:equal))\n",
" display(heatmap(reshape(f,2,nelx+1,nely+1)[2,:,:]',c=:YlGnBu,aspect_ratio=:equal))\n",
" display(\"Initial forces\")\n",
" dd=zeros(length(idb[:]))\n",
" dd[Bool.(abs.(idb[:] .-1))]=d\n",
" display(heatmap(reshape(dd,2,nelx+1,nely+1)[1,:,:]',c=:YlGnBu))\n",
" display(heatmap(reshape(dd,2,nelx+1,nely+1)[2,:,:]',c=:YlGnBu))\n",
" end\n",
" \n",
" if !SIMP\n",
" X=optimizeDensity(problem,totalVolFactor,maxEval);\n",
" else\n",
" if sensitivity\n",
" X=optimizeDensitySIMPSensitivity(problem,nelx,nely,totalVolFactor,maxEval,p,rmin)\n",
" else\n",
" X=optimizeDensitySIMP(problem,totalVolFactor,maxEval,p);\n",
" end\n",
" end\n",
" display(heatmap(reshape(X,nelx,nely)',c=:YlGnBu,aspect_ratio=:equal))\n",
" return X\n",
" \n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"Minimum compliance problem with OC\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"\"ndes: 90 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": [
"\" It:1 Obj:1018.7549500315454 Vol:0.5000274820973205 ch:0.2 \""
]
},
"metadata": {},
"output_type": "display_data"
},
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"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"\" It:191 Obj:187.538348022571 Vol:0.5000017682843952 ch:0.03331866243100409 \""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"\" It:192 Obj:187.53902194718154 Vol:0.5000134422598723 ch:0.04721981570392207 \""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"\" It:193 Obj:187.53798342502222 Vol:0.4999964013135633 ch:0.06899688160721035 \""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"\" It:194 Obj:187.5453168522643 Vol:0.5000143737890411 ch:0.10722178817785646 \""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"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"
},
{
"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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"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"
}
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"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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"\" transform=\"translate(87, 218)\"/>\n",
"</g>\n",
"</svg>\n"
]
},
"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": [
"#shear modulus\n",
"anim=Animation()\n",
"topX(100,100,0.5,5,5,1,\"shear\");"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"┌ Info: Saved animation to \n",
"│ fn = /Users/amiraabdel-rahman/Dropbox (MIT)/CBA/MetaVoxels/metavoxels-code/voxel_designer/tmp.gif\n",
"└ @ Plots /Users/amiraabdel-rahman/.julia/packages/Plots/8GUYs/src/animation.jl:102\n"
]
},
{
"data": {
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\" />"
],
"text/plain": [
"Plots.AnimatedGif(\"/Users/amiraabdel-rahman/Dropbox (MIT)/CBA/MetaVoxels/metavoxels-code/voxel_designer/tmp.gif\")"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gif(anim, fps=10)"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"topXMMA (generic function with 3 methods)"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function topXMMA(nelx,nely,volfrac,penal,rmin,ft,optType=\"bulk\",maxEval=200)\n",
" ## MATERIAL PROPERTIES\n",
" E0 = 1;\n",
" Emin = 1e-9;\n",
" nu = 0.3;\n",
" ## PREPARE FINITE ELEMENT ANALYSIS\n",
" A11 = [12 3 -6 -3; 3 12 3 0; -6 3 12 -3; -3 0 -3 12]'\n",
" A12 = [-6 -3 0 3; -3 -6 -3 -6; 0 -3 -6 3; 3 -6 3 -6]'\n",
" B11 = [-4 3 -2 9; 3 -4 -9 4; -2 -9 -4 -3; 9 4 -3 -4]'\n",
" B12 = [ 2 -3 4 -9; -3 2 9 -2; 4 9 2 3; -9 -2 3 2]'\n",
" KE = 1/(1-nu^2)/24*([A11 A12;A12' A11]+nu*[B11 B12;B12' B11])\n",
" \n",
" \n",
" nel=nely*nelx\n",
"\n",
" \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",
"\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",
" \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",
" \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",
" ## PERIODIC BOUNDARY CONDITIONS\n",
" e0 = Matrix(1.0I, 3, 3);\n",
" ufixed = zeros(8,3);\n",
" \n",
" U = zeros(2*(nely+1)*(nelx+1),3);\n",
" alldofs = [1:2*(nely+1)*(nelx+1)];\n",
" \n",
" n1 = vcat(nodenrs[end,[1,end]],nodenrs[1,[end,1]]);\n",
" d1 = vec(reshape([(2 .* n1 .-1) 2 .*n1]',1,8));\n",
" n3 = [vec(nodenrs[2:(end-1),1]');vec(nodenrs[end,2:(end-1)])];\n",
" d3 = vec(reshape([(2 .*n3 .-1) 2 .*n3]',1,2*(nelx+nely-2)));\n",
" n4 = [vec(nodenrs[2:end-1,end]');vec(nodenrs[1,2:end-1])];\n",
" d4 = vec(reshape([(2 .*n4 .-1) 2 .*n4]',1,2*(nelx+nely-2)));\n",
" d2 = setdiff(vcat(alldofs...),union(union(d1,d3),d4)); \n",
" \n",
" \n",
" for j = 1:3\n",
" ufixed[3:4,j] = [e0[1,j] e0[3,j]/2 ; e0[3,j]/2 e0[2,j]]*[nelx;0];\n",
" ufixed[7:8,j] = [e0[1,j] e0[3,j]/2 ; e0[3,j]/2 e0[2,j]]*[0;nely];\n",
" ufixed[5:6,j] = ufixed[3:4,j] .+ ufixed[7:8,j];\n",
" end\n",
" wfixed = [repeat(ufixed[3:4,:],nely-1,1); repeat(ufixed[7:8,:],nelx-1,1)];\n",
" \n",
"\n",
" \n",
" ## INITIALIZE ITERATION\n",
" qe = Array{Any,2}(undef, 3, 3);\n",
" Q = zeros(3,3);\n",
" dQ = Array{Any,2}(undef, 3, 3);\n",
" x = volfrac.*ones(nely,nelx)\n",
" \n",
" for i = 1:nelx\n",
" for j = 1:nely\n",
" vall=3\n",
" if optType==\"poisson\"\n",
" vall=6\n",
" end\n",
" if sqrt((i-nelx/2-0.5)^2+(j-nely/2-0.5)^2) < min(nelx,nely)/vall\n",
" x[j,i] = volfrac/2.0;\n",
" end\n",
" end\n",
" end\n",
" xPhys = copy(x);\n",
" \n",
" #display(heatmap(xPhys, aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
" loop=0\n",
" \n",
" \n",
" ## START ITERATION\n",
"\n",
" function FA(x1::Vector, grad::Vector)\n",
"\n",
" xPhys=reshape(x1,nely,nelx)\n",
" #display(heatmap(xPhys, aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
"\n",
" \n",
" ## FE-ANALYSIS\n",
" sK = reshape(KE[:]*(Emin .+ xPhys[:]'.^penal*(80 .- Emin)),64*nelx*nely,1);\n",
" \n",
" K = sparse(vec(iK),vec(jK),vec(sK)); \n",
" K = (K.+K')./2.0;\n",
" Kr = vcat(hcat(K[d2,d2] , K[d2,d3]+K[d2,d4]),hcat((K[d3,d2]+K[d4,d2]),(K[d3,d3]+K[d4,d3]+K[d3,d4]+K[d4,d4])));\n",
" U[d1,:] .= ufixed;\n",
" U[[d2;d3],:] = Kr\\(-[K[d2,d1]; K[d3,d1]+K[d4,d1]]*ufixed-[K[d2,d4]; K[d3,d4]+K[d4,d4]]*wfixed);\n",
" U[d4,:] = U[d3,:]+wfixed;\n",
" \n",
" \n",
" ## OBJECTIVE FUNCTION AND SENSITIVITY ANALYSIS\n",
" for i = 1:3\n",
" for j = 1:3\n",
" U1 = U[:,i]; U2 = U[:,j];\n",
" qe[i,j] = reshape(sum((U1[edofMat]*KE).*U2[edofMat],dims=2),nely,nelx)./(nelx*nely);\n",
" Q[i,j] = sum(sum((Emin .+ xPhys.^penal*(E0 .-Emin)).*qe[i,j]));\n",
" dQ[i,j] = penal*(E0-Emin)*xPhys.^(penal-1).*qe[i,j];\n",
" end\n",
" end\n",
" c=0\n",
" \n",
" if optType==\"bulk\"\n",
" #bulk\n",
" #c = -(Q[1,1]+Q[2,2]+Q[1,2]+Q[2,1]);\n",
" #dc = -(dQ[1,1]+dQ[2,2]+dQ[1,2]+dQ[2,1]);\n",
" \n",
" c=-0.5.*(0.5.*(Q[1,1]+Q[2,2])+Q[1,2])\n",
" dc=-0.5.*(penal*xPhys.^(penal-1)).*(0.5.*(qe[1,1]+qe[2,2])+qe[1,2])\n",
" \n",
" elseif optType==\"shear\"\n",
" #shear\n",
" c=-Q[3,3];\n",
" dc=-dQ[3,3];\n",
" \n",
" elseif optType==\"poisson\"\n",
" # c = Q[1,2]-(0.8^loop)*(Q[1,1]+Q[2,2]);\n",
" # dc = dQ[1,2]-(0.8^loop)*(dQ[1,1]+dQ[2,2]);\n",
" # c = Q[1,2]-(Q[1,1]+Q[2,2]);\n",
" # dc = dQ[1,2]-(dQ[1,1]+dQ[2,2]);\n",
" c= (2.0 .*Q[1,2])./(Q[1,1]+Q[2,2])\n",
" dc=2.0 .*(penal*xPhys.^(penal-1)).*(qe[1,2]./(Q[1,1]+Q[2,2]) - Q[1,2] ./ ((Q[1,1]+Q[2,2]).^2) .*(qe[1,1]+qe[2,2]))\n",
" end\n",
" \n",
" \n",
" ## FILTERING/MODIFICATION OF SENSITIVITIES\n",
" if ft == 1\n",
" dc[:] = H*(x[:].*dc[:])./Hs./max.(1e-3,x[:]);\n",
" elseif ft == 2\n",
" dc[:] = H*(dc[:]./Hs);\n",
" end\n",
"# display(dc)\n",
"# display(qe)\n",
" \n",
" grad[:] .= dc[:]\n",
" \n",
" loop+=1\n",
"\n",
" return c\n",
" end\n",
"\n",
" function G(x1::Vector, grad::Vector)\n",
" dv = ones(nely,nelx)\n",
" if ft == 2\n",
" dv[:] = H*(dv[:]./Hs)\n",
" end\n",
"\n",
" grad[:] .= dv[:]\n",
"\n",
" return (sum(x1) - volfrac*nel)\n",
" end\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-6\n",
" opt.maxeval = maxEval\n",
"\n",
" opt.min_objective = FA\n",
" inequality_constraint!(opt, (x,gg) -> G(x,gg), 1e-6)\n",
"\n",
" display(@time (minf,minx,ret) = optimize(opt, xPhys[:]))\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",
" display(Q)\n",
" return xPhys\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 160,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(8,)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(19602,)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(396,)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(396,)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"(-0.138127811224375, [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 … 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 -0.138127811224375 after 54 iterations (returned XTOL_REACHED)\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"3×3 Array{Float64,2}:\n",
" 0.202238 0.156357 5.09526e-14\n",
" 0.156357 0.202238 1.64753e-13\n",
" 5.22131e-14 1.64472e-13 0.138128"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 11.033894 seconds (4.43 M allocations: 7.374 GiB, 6.29% gc time)\n"
]
}
],
"source": [
"bulk=topXMMA(100,100,0.5,5,5,2,\"shear\",200);"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-0.9999984090093034, [0.9458437087168025, 0.41605537969871187, 0.12439493763092396, 0.12784678582088044, 1.0e-9, 0.10691858063911872, 0.04229663182606997, 0.09742527872902962, 0.058575036348984685, 1.0e-9 … 1.0e-9, 0.05857679680613023, 0.09742664537477688, 0.04229781724093941, 0.10692183921861408, 1.0e-9, 0.12785004552443505, 0.12439539051112335, 0.4160571250093633, 0.9458478763598124], :MAXEVAL_REACHED)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"\"got -0.9999984090093034 after 200 iterations (returned MAXEVAL_REACHED)\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"</svg>\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"3×3 Array{Float64,2}:\n",
" 0.0143383 -0.0143383 0.00573533\n",
" -0.0143383 0.0143383 -0.00573533\n",
" 0.00573533 -0.00573533 0.00229413"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 35.705832 seconds (180.38 k allocations: 27.449 GiB, 7.14% gc time)\n"
]
}
],
"source": [
"poiss=topXMMA(100,100,0.2,3,1,1,\"poisson\",200);"
]
},
{
"cell_type": "code",
"execution_count": 148,
"metadata": {},
"outputs": [
{
"data": {
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"poiss[poiss.<0.9].=0\n",
"display(heatmap(repeat(poiss,3,3), aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"poiss[poiss.<0.9].=0\n",
"display(heatmap(repeat(poiss,3,3), aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n"
]
},
{
"cell_type": "code",
"execution_count": 165,
"metadata": {},
"outputs": [
{
"data": {
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(heatmap(repeat(bulk,3,3), aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"display(heatmap(repeat(bulk,3,3), aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Add new Objective Function"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"E_MMA (generic function with 3 methods)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function E_MMA(nelx,nely,volfrac,penal,rmin,ft,CStar,optType=\"bulk\",maxEval=200)\n",
" ## MATERIAL PROPERTIES\n",
" E0 = 1;\n",
" Emin = 1e-9;\n",
" nu = 0.3;\n",
" ## PREPARE FINITE ELEMENT ANALYSIS\n",
" A11 = [12 3 -6 -3; 3 12 3 0; -6 3 12 -3; -3 0 -3 12]'\n",
" A12 = [-6 -3 0 3; -3 -6 -3 -6; 0 -3 -6 3; 3 -6 3 -6]'\n",
" B11 = [-4 3 -2 9; 3 -4 -9 4; -2 -9 -4 -3; 9 4 -3 -4]'\n",
" B12 = [ 2 -3 4 -9; -3 2 9 -2; 4 9 2 3; -9 -2 3 2]'\n",
" KE = 1/(1-nu^2)/24*([A11 A12;A12' A11]+nu*[B11 B12;B12' B11])\n",
" \n",
" \n",
" nel=nely*nelx\n",
"\n",
" \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",
"\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",
" \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",
" \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",
" ## PERIODIC BOUNDARY CONDITIONS\n",
" e0 = Matrix(1.0I, 3, 3);\n",
" ufixed = zeros(8,3);\n",
" \n",
" U = zeros(2*(nely+1)*(nelx+1),3);\n",
" alldofs = [1:2*(nely+1)*(nelx+1)];\n",
" \n",
" n1 = vcat(nodenrs[end,[1,end]],nodenrs[1,[end,1]]);\n",
" d1 = vec(reshape([(2 .* n1 .-1) 2 .*n1]',1,8));\n",
" n3 = [vec(nodenrs[2:(end-1),1]');vec(nodenrs[end,2:(end-1)])];\n",
" d3 = vec(reshape([(2 .*n3 .-1) 2 .*n3]',1,2*(nelx+nely-2)));\n",
" n4 = [vec(nodenrs[2:end-1,end]');vec(nodenrs[1,2:end-1])];\n",
" d4 = vec(reshape([(2 .*n4 .-1) 2 .*n4]',1,2*(nelx+nely-2)));\n",
" d2 = setdiff(vcat(alldofs...),union(union(d1,d3),d4));\n",
" \n",
" \n",
" \n",
" for j = 1:3\n",
" ufixed[3:4,j] = [e0[1,j] e0[3,j]/2 ; e0[3,j]/2 e0[2,j]]*[nelx;0];\n",
" ufixed[7:8,j] = [e0[1,j] e0[3,j]/2 ; e0[3,j]/2 e0[2,j]]*[0;nely];\n",
" ufixed[5:6,j] = ufixed[3:4,j] .+ ufixed[7:8,j];\n",
" end\n",
" wfixed = [repeat(ufixed[3:4,:],nely-1,1); repeat(ufixed[7:8,:],nelx-1,1)];\n",
" \n",
"\n",
" \n",
" ## INITIALIZE ITERATION\n",
" qe = Array{Any,2}(undef, 3, 3);\n",
" Q = zeros(3,3);\n",
" dQ = Array{Any,2}(undef, 3, 3);\n",
" x = volfrac.*ones(nely,nelx)\n",
" \n",
" for i = 1:nelx\n",
" for j = 1:nely\n",
" vall=3\n",
" if optType==\"poisson\"\n",
" vall=6\n",
" end\n",
" if sqrt((i-nelx/2-0.5)^2+(j-nely/2-0.5)^2) < min(nelx,nely)/vall\n",
" x[j,i] = volfrac/2.0;\n",
" end\n",
" end\n",
" end\n",
" xPhys = copy(x);\n",
" \n",
" #display(heatmap(xPhys, aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
" loop=0\n",
" \n",
" function FE(xPhys)\n",
" ## FE-ANALYSIS\n",
" sK = reshape(KE[:]*(Emin .+ xPhys[:]'.^penal*(80 .- Emin)),64*nelx*nely,1);\n",
" \n",
" K = sparse(vec(iK),vec(jK),vec(sK)); \n",
" K = (K.+K')./2.0;\n",
" Kr = vcat(hcat(K[d2,d2] , K[d2,d3]+K[d2,d4]),hcat((K[d3,d2]+K[d4,d2]),(K[d3,d3]+K[d4,d3]+K[d3,d4]+K[d4,d4])));\n",
" U[d1,:] .= ufixed;\n",
" U[[d2;d3],:] = Kr\\(-[K[d2,d1]; K[d3,d1]+K[d4,d1]]*ufixed-[K[d2,d4]; K[d3,d4]+K[d4,d4]]*wfixed);\n",
" U[d4,:] = U[d3,:]+wfixed;\n",
" \n",
" \n",
" ## OBJECTIVE FUNCTION AND SENSITIVITY ANALYSIS\n",
" for i = 1:3\n",
" for j = 1:3\n",
" U1 = U[:,i]; U2 = U[:,j];\n",
" qe[i,j] = reshape(sum((U1[edofMat]*KE).*U2[edofMat],dims=2),nely,nelx)./(nelx*nely);\n",
" Q[i,j] = sum(sum((Emin .+ xPhys.^penal*(E0 .-Emin)).*qe[i,j]));\n",
" dQ[i,j] = penal*(E0-Emin)*xPhys.^(penal-1).*qe[i,j];\n",
" end\n",
" end\n",
" end\n",
" \n",
" # function minimize volume\n",
" function F(x1::Vector, grad::Vector)\n",
" \n",
" xPhys=reshape(x1,nely,nelx)\n",
" FE(xPhys)\n",
"\n",
" \n",
" dv = ones(nely,nelx)\n",
" if ft == 2\n",
" dv[:] = H*(dv[:]./Hs)\n",
" end\n",
"\n",
" grad[:] .= dv[:]\n",
"\n",
" #return (sum(x1) - volfrac*nel)\n",
" return (sum(x1))\n",
" end\n",
"\n",
" function G33(x1::Vector, grad::Vector)\n",
"\n",
" #shear\n",
" c=-Q[3,3];\n",
" dc=-dQ[3,3];\n",
" \n",
" \n",
" ## FILTERING/MODIFICATION OF SENSITIVITIES\n",
" if ft == 1\n",
" dc[:] = H*(x[:].*dc[:])./Hs./max.(1e-3,x[:]);\n",
" elseif ft == 2\n",
" dc[:] = H*(dc[:]./Hs);\n",
" end\n",
" \n",
" grad[:] .= dc[:]\n",
" \n",
" return c +CStar[3,3]\n",
" end\n",
" \n",
" function G11(x1::Vector, grad::Vector)\n",
"\n",
" #shear\n",
" c=-(Q[1,1]);\n",
" dc=-(dQ[1,1]);\n",
" \n",
" \n",
" ## FILTERING/MODIFICATION OF SENSITIVITIES\n",
" if ft == 1\n",
" dc[:] = H*(x[:].*dc[:])./Hs./max.(1e-3,x[:]);\n",
" elseif ft == 2\n",
" dc[:] = H*(dc[:]./Hs);\n",
" end\n",
" \n",
" grad[:] .= dc[:]\n",
" \n",
" return c +CStar[1,1]\n",
" end\n",
" \n",
" function G12(x1::Vector, grad::Vector)\n",
"\n",
" #shear\n",
" c=-(Q[1,2]);\n",
" dc=-(dQ[1,2]);\n",
" \n",
" \n",
" ## FILTERING/MODIFICATION OF SENSITIVITIES\n",
" if ft == 1\n",
" dc[:] = H*(x[:].*dc[:])./Hs./max.(1e-3,x[:]);\n",
" elseif ft == 2\n",
" dc[:] = H*(dc[:]./Hs);\n",
" end\n",
" \n",
" grad[:] .= dc[:]\n",
" \n",
" return c +CStar[1,2]\n",
" end\n",
"\n",
" \n",
"\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-6\n",
" opt.maxeval = maxEval\n",
"\n",
" opt.min_objective = F\n",
" \n",
"\n",
" inequality_constraint!(opt, (x,gg) -> G33(x,gg), 1e-3)\n",
"# inequality_constraint!(opt, (x,gg) -> G11(x,gg), 1e-3)\n",
" inequality_constraint!(opt, (x,gg) -> G12(x,gg), 1e-6)\n",
"\n",
" display(@time (minf,minx,ret) = optimize(opt, xPhys[:]))\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",
" display(Q)\n",
" \n",
" return xPhys\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(4438.1678593546985, [0.504245412065863, 0.5041742824036219, 0.5040757302299818, 0.5039409098420915, 0.5037564634285654, 0.5035143343445861, 0.5032347303141417, 0.5029238469975624, 0.5025890741956657, 0.5022390513130404 … 0.5022390513130345, 0.5025890741956547, 0.50292384699755, 0.5032347303141309, 0.5035143343445804, 0.5037564634285638, 0.5039409098420901, 0.5040757302299791, 0.5041742824036153, 0.5042454120658514], :XTOL_REACHED)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"\"got 4438.1678593546985 after 21 iterations (returned XTOL_REACHED)\""
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"</g>\n",
"</svg>\n"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"3×3 Array{Float64,2}:\n",
" 1.09745 0.329226 1.03949e-13\n",
" 0.329226 1.09745 1.02217e-13\n",
" 1.03442e-13 1.05634e-13 0.384097"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 4.353620 seconds (1.34 M allocations: 2.865 GiB, 9.24% gc time)\n"
]
}
],
"source": [
"C_Star=[0.202238 0.156357 0;0.156357 0.202238 0;0 0 0.138128];\n",
"\n",
"C_Star=0.9 .*[1.0 0.75 0;0.75 1.0 0;0 0 0.125];\n",
"\n",
"C_Star=0.08*[1.0 -0.75 0;-0.75 1.0 0;0 0 0.06];\n",
"\n",
"\n",
"desired=E_MMA(100,100,0.5,5,5,1,C_Star,\"shear\",200);\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Turn Code into 3D"
]
},
{
"cell_type": "code",
"execution_count": 221,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"topXMMA3D (generic function with 3 methods)"
]
},
"execution_count": 221,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"include(\"./julia/topologyOptimization.jl\")\n",
"function topXMMA3D(nelx,nely,nelz,volfrac,penal,rmin,ft,optType=\"bulk\",maxEval=200)\n",
" \n",
" nel=nelx*nely*nelz\n",
" \n",
" # MATERIAL PROPERTIES\n",
" E0 = 1;\n",
" Emin = 1e-9;\n",
" nu = 0.3;\n",
" \n",
" lx=0.1;ly=0.1;lz=0.1;\n",
" vert_cor = [0 lx lx 0 0 lx lx 0;\n",
" 0 0 ly ly 0 0 ly ly;\n",
" 0 0 0 0 lz lz lz lz];\n",
" cellVolume = lx*ly*lz;\n",
" # PREPARE FINITE ELEMENT ANALYSIS\n",
" # KE=lk_H8(nu)\n",
" # the initial definitions of the PUC\n",
" D0 = E0/(1+nu)/(1-2*nu)*\n",
" [ 1-nu nu nu 0 0 0 ;\n",
" nu 1-nu nu 0 0 0 ;\n",
" nu nu 1-nu 0 0 0 ;\n",
" 0 0 0 (1-2*nu)/2 0 0 ;\n",
" 0 0 0 0 (1-2*nu)/2 0 ;\n",
" 0 0 0 0 0 (1-2*nu)/2];\n",
" dx = lx/nelx; dy = ly/nely; dz = lz/nelz;\n",
" KE = elementMatVec3D(dx/2, dy/2, dz/2, D0);\n",
"\n",
" Num_node = (1+nely)*(1+nelx)*(1+nelz);\n",
" nele = nelx*nely*nelz;\n",
"\n",
" nodenrs = reshape(1:Num_node,1+nely,1+nelx,1+nelz);\n",
" edofVec = reshape(3*nodenrs[1:end-1,1:end-1,1:end-1] .+1,nelx*nely*nelz,1);\n",
" edofMat = repeat(edofVec,1,24).+repeat([0 1 2 3*nely.+[3 4 5 0 1 2] -3 -2 -1 3*(nelx+1)*(nely+1).+[0 1 2 3*nely.+[3 4 5 0 1 2] -3 -2 -1]], nelx*nely*nelz, 1);\n",
"\n",
"\n",
" # nodenrs = reshape(1:(1+nelx)*(1+nely)*(1+nelz),1+nely,1+nelx,1+nelz)\n",
" # edofVec = reshape(3*nodenrs[1:end-1,1:end-1,1:end-1].+1,nelx*nely*nelz,1)\n",
" # edofMat = repeat(edofVec,1,24).+repeat([0 1 2 3*nely.+[3 4 5 0 1 2] -3 -2 -1 3*(nely+1)*(nelx+1).+[0 1 2 3*nely.+[3 4 5 0 1 2] -3 -2 -1]],nelx*nely*nelz,1)\n",
"\n",
" iK = reshape(kron(edofMat,ones(24,1))',24*24*nele,1);\n",
" jK = reshape(kron(edofMat,ones(1,24))',24*24*nele,1);\n",
"\n",
" ## PREPARE FILTER\n",
" \n",
" H,Hs=make_filter3D(nelx,nely,nelz,rmin);\n",
" \n",
" ## PERIODIC BOUNDARY CONDITIONS\n",
" e0 = Matrix(1.0I, 6, 6);\n",
" ufixed = zeros(24,6);\n",
"\n",
" ndof = 3*(nelx+1)*(nely+1)*(nelz+1);\n",
" U = zeros(ndof,6);\n",
" alldofs = [1:ndof];\n",
"\n",
"\n",
" # 3D periodic boundary formulation\n",
" # the nodes classification\n",
" \n",
" n1 = hcat(nodenrs[end, [1 end], 1], nodenrs[1, [end 1], 1], nodenrs[end, [1 end], end] ,nodenrs[1, [end 1], end]);\n",
" \n",
" d1 = Int.(vec(reshape(vcat(3.0.*n1.-2, 3.0.*n1.-1,3.0.*n1),3*length(n1),1)));\n",
" \n",
" \n",
" n3 = vcat(vec(reshape(nodenrs[end,1,2:end-1] ,1,length(nodenrs[end,1,2:end-1] ))), # AE\n",
" vec(reshape(nodenrs[1, 1, 2:end-1] ,1,length(nodenrs[1, 1, 2:end-1] ))), # DH\n",
" vec(reshape(nodenrs[end,2:end-1,1] ,1,length(nodenrs[end,2:end-1,1] ))), # AB\n",
" vec(reshape(nodenrs[1, 2:end-1, 1] ,1,length(nodenrs[1, 2:end-1, 1] ))), # DC\n",
" vec(reshape(nodenrs[2:end-1, 1, 1] ,1,length(nodenrs[2:end-1, 1, 1] ))), # AD\n",
" vec(reshape(nodenrs[2:end-1,1,end] ,1,length(nodenrs[2:end-1,1,end] ))), # EH\n",
" vec(reshape(nodenrs[2:end-1, 2:end-1, 1] ,1,length(nodenrs[2:end-1, 2:end-1, 1] ))), # ABCD\n",
" vec(reshape(nodenrs[2:end-1, 1, 2:end-1] ,1,length(nodenrs[2:end-1, 1, 2:end-1] ))), # ADHE\n",
" vec(reshape(nodenrs[end,2:end-1,2:end-1] ,1,length(nodenrs[end,2:end-1,2:end-1] ))))'; # ABFE \n",
"\n",
" d3 = vec(Int.(reshape( vcat(3.0.*n3.-2 ,3.0.*n3.-1, 3.0.*n3),3*length(n3),1)));\n",
"\n",
" n4 = vcat(vec(reshape(nodenrs[1, end, 2:end-1] ,1,length((nodenrs[1, end, 2:end-1] )))), # CG\n",
" vec(reshape(nodenrs[end,end,2:end-1] ,1,length((nodenrs[end,end,2:end-1] )))), # BF\n",
" vec(reshape(nodenrs[1, 2:end-1, end] ,1,length((nodenrs[1, 2:end-1, end] )))), # HG\n",
" vec(reshape(nodenrs[end,2:end-1,end] ,1,length((nodenrs[end,2:end-1,end] )))), # EF\n",
" vec(reshape(nodenrs[2:end-1,end,end] ,1,length((nodenrs[2:end-1,end,end] )))), # FG\n",
" vec(reshape(nodenrs[2:end-1, end, 1] ,1,length((nodenrs[2:end-1, end, 1] )))), # BC\n",
" vec(reshape(nodenrs[2:end-1,2:end-1,end] ,1,length((nodenrs[2:end-1,2:end-1,end] )))), # EFGH\n",
" vec(reshape(nodenrs[2:end-1,end,2:end-1] ,1,length((nodenrs[2:end-1,end,2:end-1] )))), # BCGF\n",
" vec(reshape(nodenrs[1, 2:end-1, 2:end-1] ,1,length((nodenrs[1, 2:end-1, 2:end-1] )))))'; # DCGH\n",
"\n",
" d4 = vec(Int.(reshape( vcat(3.0*n4.-2, 3.0*n4.-1 ,3.0*n4),3*length(n4),1)));\n",
"\n",
" n2 = setdiff(nodenrs[:],[n1[:];n3[:];n4[:]] ); \n",
" d2 = vec(Int.(reshape( [3.0.*n2.-2 3*n2.-1 3.0.*n2],3*length(n2),1)));\n",
" \n",
" \n",
" \n",
" \n",
" for i = 1:6\n",
" epsilon = [e0[i,1] e0[i,4]/2 e0[i,6]/2;\n",
" e0[i,4]/2 e0[i,2] e0[i,5]/2;\n",
" e0[i,6]/2 e0[i,5]/2 e0[i,3]];\n",
" ufixed[:,i] = reshape(epsilon*vert_cor,24);\n",
" end\n",
" # 3D boundary constraint equations\n",
" wfixed = [repeat(ufixed[ 7:9,:],length((nodenrs[end,1,2:end-1] )),1); # C\n",
" repeat(ufixed[ 4:6,:]-ufixed[10:12,:],length((nodenrs[1, 1, 2:end-1] )),1); # B-D\n",
" repeat(ufixed[22:24,:],length((nodenrs[end,2:end-1,1] )),1); # H\n",
" repeat(ufixed[13:15,:]-ufixed[10:12,:],length((nodenrs[1, 2:end-1, 1] )),1); # E-D\n",
" repeat(ufixed[16:18,:],length((nodenrs[2:end-1, 1, 1] )),1); # F\n",
" repeat(ufixed[ 4:6,:]-ufixed[13:15,:],length((nodenrs[2:end-1,1,end] )),1); # B-E\n",
" repeat(ufixed[13:15,:],length((nodenrs[2:end-1, 2:end-1, 1] )),1); # E\n",
" repeat(ufixed[ 4:6,:],length((nodenrs[2:end-1, 1, 2:end-1] )),1); # B\n",
" repeat(ufixed[10:12,:],length((nodenrs[end,2:end-1,2:end-1] )),1)]; # D\n",
"\n",
"\n",
"\n",
" \n",
" ## INITIALIZE ITERATION\n",
"\n",
" # homogenization to evaluate macroscopic effective properties\n",
" qe = Array{Any,2}(undef, 6, 6);\n",
" Q = zeros(6,6); \n",
" dQ = Array{Any,2}(undef, 6, 6);\n",
" x = volfrac.*ones(nelz,nely,nelx)\n",
"\n",
"\n",
" for i = 1:nelx\n",
" for j = 1:nely \n",
" for k = 1:nelz\n",
" vall=3\n",
" if optType==\"poisson\"\n",
" vall=6\n",
" end\n",
" if sqrt((i-nelx/2-0.5)^2+(j-nely/2-0.5)^2+(k-nelz/2-0.5)^2) < min(min(nelx,nely),nelz)/vall\n",
" x[k,j,i] = volfrac/3.0;\n",
" end\n",
" end\n",
" end\n",
" end\n",
" \n",
" \n",
"# for i = 1:nelx\n",
"# for j = 1:nely \n",
"# for k = 1:nelz\n",
"# x[k,j,i] = volfrac/2.0;\n",
"# end\n",
"# end\n",
"# end\n",
" \n",
"# xx = ones(nelz,nelx,nelx);\n",
"# xx[Int(nelz/2):Int(nelz/2+1),Int(nely/2):Int(nely/2+1),Int(nelx/2):Int(nelx/2+1)] .= Emin;\n",
"# beta = 1.0;\n",
"# xx = (1.0.-exp.(-beta.*xx).+xx.*exp.(-beta));\n",
"# x=xx.*volfrac\n",
"# x[x.<Emin].=Emin\n",
" \n",
" \n",
" xPhys = copy(x);\n",
"\n",
" \n",
" #display(heatmap(xPhys, aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
" loop=0\n",
" \n",
" function FEA(xPhys)\n",
" \n",
" # FE-ANALYSIS\n",
" \n",
" sK = reshape(KE[:]*(Emin .+xPhys[:]'.^penal*(1.0.-Emin)),24*24*nele,1);\n",
" K = sparse(iK[:], jK[:], sK[:] ); K .= (K.+K')./2;\n",
" Kr = vcat(hcat(K[d2,d2] , K[d2,d3]+K[d2,d4]),hcat((K[d3,d2]+K[d4,d2]),(K[d3,d3]+K[d4,d3]+K[d3,d4]+K[d4,d4])));\n",
"\n",
"\n",
" U[d1,:]= ufixed;\n",
" U[[d2;d3],:]= Kr\\(-vcat(K[d2,d1], K[d3,d1]+K[d4,d1])*ufixed-vcat(K[d2,d4], K[d3,d4]+K[d4,d4])*wfixed);\n",
" U[d4,:] = U[d3,:] + wfixed;\n",
" \n",
" \n",
" # OBJECTIVE FUNCTION AND SENSITIVITY ANALYSIS \n",
" for i = 1:6\n",
" for j = 1:6\n",
" U1 = U[:,i]; U2 = U[:,j];\n",
" qe[i,j] = reshape(sum((U1[edofMat]*KE).*U2[edofMat],dims=2),nelz,nely,nelx);\n",
" Q[i,j] = 1.0./cellVolume.*sum(sum(sum((Emin .+ xPhys.^penal*(1 .-Emin)).*qe[i,j])));\n",
" dQ[i,j] = 1.0./cellVolume.*(penal*(1-Emin)*xPhys.^(penal-1).*qe[i,j]);\n",
" end\n",
" end\n",
" #display(Q)\n",
" \n",
" end\n",
" \n",
" # FEA(xx)\n",
" # display(Q)\n",
" \n",
" ## START ITERATION\n",
"\n",
" function F(x1::Vector, grad::Vector)\n",
"\n",
" xPhys=reshape(x1,nelz,nely,nelx)\n",
" #display(heatmap(xPhys, aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
" \n",
" FEA(xPhys)\n",
" \n",
" c=0\n",
" \n",
" if optType==\"bulk\"\n",
" #bulk\n",
" #c = -(Q[1,1]+Q[2,2]+Q[1,2]+Q[2,1]);\n",
" #dc = -(dQ[1,1]+dQ[2,2]+dQ[1,2]+dQ[2,1]);\n",
" \n",
" c = -(Q[1,1]+Q[2,2]+Q[3,3]+Q[1,2]+Q[2,3]+Q[1,3]);\n",
" dc = -(dQ[1,1]+dQ[2,2]+dQ[3,3]+dQ[1,2]+dQ[2,3]+dQ[1,3]);\n",
" \n",
" \n",
" \n",
" #c=-0.5.*(0.5.*(Q[1,1]+Q[2,2])+Q[1,2])\n",
" #dc=-0.5.*(penal*xPhys.^(penal-1)).*(0.5.*(qe[1,1]+qe[2,2])+qe[1,2])\n",
" \n",
" elseif optType==\"shear\"\n",
" #shear\n",
" c=-(Q[4,4]+Q[5,5]+Q[6,6]);\n",
" dc=-(dQ[4,4]+dQ[5,5]+dQ[6,6]);\n",
" \n",
" elseif optType==\"poisson\"\n",
" # c = Q[1,2]-(0.8^loop)*(Q[1,1]+Q[2,2]);\n",
" # dc = dQ[1,2]-(0.8^loop)*(dQ[1,1]+dQ[2,2]);\n",
" \n",
" c = (Q[1,2]+Q[2,3]+Q[1,3])-(Q[1,1]+Q[2,2]+Q[3,3]);\n",
" dc = (dQ[1,2]+dQ[2,3]+dQ[1,3])-(dQ[1,1]+dQ[2,2]+dQ[3,3]);\n",
" # c = Q[1,2]-(Q[1,1]+Q[2,2]);\n",
" # dc = dQ[1,2]-(dQ[1,1]+dQ[2,2]);\n",
" # c= (2.0 .*Q[1,2])./(Q[1,1]+Q[2,2])\n",
" # dc=2.0 .*(penal*xPhys.^(penal-1)).*(qe[1,2]./(Q[1,1]+Q[2,2]) - Q[1,2] ./ ((Q[1,1]+Q[2,2]).^2) .*(qe[1,1]+qe[2,2]))\n",
" end\n",
" \n",
" \n",
" ## FILTERING/MODIFICATION OF SENSITIVITIES\n",
" if ft == 1\n",
" dc[:] = H*(x[:].*dc[:])./Hs./max.(1e-3,x[:]);\n",
" elseif ft == 2\n",
" dc[:] = H*(dc[:]./Hs);\n",
" end\n",
" #display(dc)\n",
" #display(qe)\n",
" \n",
" println(\"$(loop) Objective: $(-c) \")\n",
" \n",
" grad[:] .= dc[:]\n",
" \n",
" loop+=1\n",
" if (loop%5.0==0)\n",
" display(heatmap(1.0.-xPhys[Int(nelz/2),:,:], aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
" end\n",
"\n",
" return c\n",
" end\n",
"\n",
" function G(x1::Vector, grad::Vector)\n",
" dv = ones(nelz,nely,nelx)\n",
" if ft == 2\n",
" dv[:] = H*(dv[:]./Hs)\n",
" end\n",
"\n",
" grad[:] .= dv[:]\n",
"\n",
" return (sum(x1) - volfrac*nel)\n",
" end\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-6\n",
" opt.maxeval = maxEval\n",
"\n",
" opt.min_objective = F\n",
" inequality_constraint!(opt, (x,gg) -> G(x,gg), 1e-6)\n",
"\n",
" display(@time (minf,minx,ret) = optimize(opt, xPhys[:]))\n",
" numevals = opt.numevals # the number of function evaluations\n",
" display(\"got $minf after $numevals iterations (returned $ret)\")\n",
" \n",
" \n",
" xPhys=reshape(minx,nelz,nely,nelx)\n",
" display(heatmap(1.0.-xPhys[Int(nelz/2),:,:], aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
" display(heatmap(1.0.-xPhys[:,Int(nelz/2),:], aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
" display(heatmap(1.0.-xPhys[:,:,Int(nelz/2)], aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
"\n",
" display(Q)\n",
" evaluateCH(Q,volfrac)\n",
" return xPhys,Q\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 Objective: 0.0054088503811437205 \n",
"1 Objective: 0.005409109324922486 \n",
"2 Objective: 0.005411699138774876 \n",
"3 Objective: 0.005449069450850726 \n"
]
},
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"utf-8\"?>\n",
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"12 Objective: 0.28692471349953125 \n",
"13 Objective: 0.32007016450984244 \n"
]
},
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"17 Objective: 0.3738123545485508 \n",
"18 Objective: 0.38205602914420034 \n"
]
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]
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]
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},
{
"name": "stdout",
"output_type": "stream",
"text": [
"29 Objective: 0.40856021011955534 \n"
]
},
{
"data": {
"text/plain": [
"(-0.40856021011955534, [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 … 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)"
]
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{
"data": {
"text/plain": [
"\"got -0.40856021011955534 after 30 iterations (returned XTOL_REACHED)\""
]
},
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},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"6×6 Array{Float64,2}:\n",
" 0.158073 0.0218859 0.0218859 … 1.09832e-16 -5.06764e-16\n",
" 0.0218859 0.158073 0.0218859 5.2989e-16 -1.90959e-16\n",
" 0.0218859 0.0218859 0.158073 -1.94265e-15 -1.41891e-15\n",
" -6.35202e-16 7.03068e-16 -2.71406e-17 4.03772e-16 -3.441e-16\n",
" 3.10314e-16 4.92249e-16 -1.95201e-15 0.0222272 -8.53882e-16\n",
" -4.43501e-16 -3.47911e-16 -1.52308e-15 … -9.76958e-16 0.0222272"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"133.470451 seconds (142.59 k allocations: 48.538 GiB, 4.12% gc time)\n",
"\n",
"--------------------------EFFECTIVE PROPERTIES--------------------------\n",
"\n",
"Youngs Modulus:____E11_____|____E22_____|____E33_____\n",
"\n",
" 0.1527492524122842 | 0.1527492524122883 | 0.15274925241228338\n",
"\n",
"\n",
"Shear Modulus:_____G23_____|____G31_____|____G12_____\n",
"\n",
" 0.02222716915260419 | 0.022227169152603372 | 0.022227169152602887\n",
"\n",
"\n",
"Poissons Ratio:____v12_____|____v13_____|____v23_____\n",
"\n",
" 0.1216162168674204 | 0.12161621686742853 | 0.12161621686742205\n",
"\n",
"\n",
" ____v21_____|____v31_____|____v32_____\n",
"\n",
" 0.12161621686742242 | 0.12161621686743608 | 0.12161621686742574\n",
"\n",
"\n",
"------------------------------------------------------------------------\n"
]
}
],
"source": [
"nelx=20\n",
"nely=20\n",
"nelz=20\n",
"volfrac=0.3\n",
"penal=5\n",
"rmin=1.5\n",
"ft=2\n",
"maxEval=200\n",
"\n",
"# optType=\"shear\"\n",
"# shear3D,shearCH=topXMMA3D(nelx,nely,nely,volfrac,penal,rmin,ft,optType,maxEval);\n",
"\n",
"# optType=\"bulk\"\n",
"# bulk3D,bulkCH=topXMMA3D(nelx,nely,nely,volfrac,penal,rmin,ft,optType,maxEval);\n",
"\n",
"\n",
"optType=\"poisson\"\n",
"poisson3D,poissonCH=topXMMA3D(nelx,nely,nely,volfrac,penal,rmin,ft,optType,maxEval);\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 217,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"evaluateCH (generic function with 2 methods)"
]
},
"execution_count": 217,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function evaluateCH(CH,dens)\n",
"\n",
" U,S,V = svd(CH);\n",
" sigma = S;\n",
" k = sum(sigma .> 1e-15);\n",
" SH = (U[:,1:k] * diagm(0=>(1 ./sigma[1:k])) * V[:,1:k]')'; # more stable SVD (pseudo)inverse\n",
" EH = [1/SH[1,1], 1/SH[2,2], 1/SH[3,3]]; # effective Young's modulus\n",
" GH = [1/SH[4,4], 1/SH[5,5], 1/SH[6,6]]; # effective shear modulus\n",
" vH = [-SH[2,1]/SH[1,1] -SH[3,1]/SH[1,1] -SH[3,2]/SH[2,2];\n",
" -SH[1,2]/SH[2,2] -SH[1,3]/SH[3,3] -SH[2,3]/SH[3,3]]; # effective Poisson's ratio\n",
" \n",
" props = Dict(\"CH\"=>CH, \"SH\"=>SH, \"EH\"=>EH, \"GH\"=>GH, \"vH\"=>vH, \"density\"=>dens);\n",
" \n",
" \n",
" if true\n",
" println(\"\\n--------------------------EFFECTIVE PROPERTIES--------------------------\\n\")\n",
" println(\"Youngs Modulus:____E11_____|____E22_____|____E33_____\\n\")\n",
" println(\" $(EH[1]) | $(EH[2]) | $(EH[3])\\n\\n\")\n",
" println(\"Shear Modulus:_____G23_____|____G31_____|____G12_____\\n\")\n",
" println(\" $(GH[1]) | $(GH[2]) | $(GH[3])\\n\\n\")\n",
" println(\"Poissons Ratio:____v12_____|____v13_____|____v23_____\\n\")\n",
" println(\" $(vH[1,1]) | $(vH[1,2]) | $(vH[1,3])\\n\\n\")\n",
" println(\" ____v21_____|____v31_____|____v32_____\\n\")\n",
" println(\" $(vH[2,1]) | $(vH[2,2]) | $(vH[2,3])\\n\\n\")\n",
" println(\"------------------------------------------------------------------------\")\n",
" end\n",
" \n",
" \n",
" return SH\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"--------------------------EFFECTIVE PROPERTIES--------------------------\n",
"\n",
"Youngs Modulus:____E11_____|____E22_____|____E33_____\n",
"\n",
" 0.08770571747837726 | 0.08770571747838043 | 0.08770571747837634\n",
"\n",
"\n",
"Shear Modulus:_____G23_____|____G31_____|____G12_____\n",
"\n",
" 0.048088811473781724 | 0.04808881147378078 | 0.04808881147378025\n",
"\n",
"\n",
"Poissons Ratio:____v12_____|____v13_____|____v23_____\n",
"\n",
" 0.33581624543911237 | 0.3358162454391223 | 0.3358162454391182\n",
"\n",
"\n",
" ____v21_____|____v31_____|____v32_____\n",
"\n",
" 0.3358162454391221 | 0.33581624543911953 | 0.335816245439102\n",
"\n",
"\n",
"------------------------------------------------------------------------\n",
"\n",
"--------------------------EFFECTIVE PROPERTIES--------------------------\n",
"\n",
"Youngs Modulus:____E11_____|____E22_____|____E33_____\n",
"\n",
" 0.1527492524122842 | 0.1527492524122883 | 0.15274925241228338\n",
"\n",
"\n",
"Shear Modulus:_____G23_____|____G31_____|____G12_____\n",
"\n",
" 0.02222716915260419 | 0.022227169152603372 | 0.022227169152602887\n",
"\n",
"\n",
"Poissons Ratio:____v12_____|____v13_____|____v23_____\n",
"\n",
" 0.1216162168674204 | 0.12161621686742853 | 0.12161621686742205\n",
"\n",
"\n",
" ____v21_____|____v31_____|____v32_____\n",
"\n",
" 0.12161621686742242 | 0.12161621686743608 | 0.12161621686742574\n",
"\n",
"\n",
"------------------------------------------------------------------------\n"
]
},
{
"data": {
"text/plain": [
"6×6 Adjoint{Float64,Array{Float64,2}}:\n",
" 6.54668 -0.796182 -0.796182 … -8.29757e-14 9.16123e-14\n",
" -0.796182 6.54668 -0.796182 -2.09471e-13 -1.85599e-14\n",
" -0.796182 -0.796182 6.54668 5.82863e-13 3.98734e-13\n",
" 2.11213e-13 -2.29788e-13 9.49736e-15 -8.03379e-13 6.945e-13\n",
" -1.43708e-13 -2.03232e-13 6.03144e-13 44.99 1.73568e-12\n",
" 6.36108e-14 3.17552e-14 4.20522e-13 … 1.96029e-12 44.99"
]
},
"execution_count": 244,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"CH=[ 0.383077 0.0921114 0.0921114 0 0 0;\n",
" 0.0921114 0.383077 0.0921114 0 0 0;\n",
" 0.0921114 0.0921114 0.383077 0 0 0;\n",
" 0 0 0 0.0852691 0 0;\n",
" 0 0 0 0 0.0852691 0;\n",
" 0 0 0 0 0 0.0852691];\n",
"evaluateCH(shearCH,0.3)\n",
"# evaluateCH(bulkCH,0.3)\n",
"evaluateCH(poissonCH,0.3)"
]
},
{
"cell_type": "code",
"execution_count": 238,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"topplot3d (generic function with 2 methods)"
]
},
"execution_count": 238,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"function topplot3d(xPhys,nelx,nely,nelz)\n",
" ix=[]\n",
" iy=[]\n",
" iz=[]\n",
" for j in 1:Int(nely/1)\n",
" for i in 1:nelx\n",
" for k in 1:nelz\n",
" if(xPhys[j,i,k]>0.9)\n",
" append!(ix,i)\n",
" append!(iy,j)\n",
" append!(iz,k)\n",
" end\n",
" end\n",
" end\n",
" end\n",
" # r = 4.0\n",
" # lim = FRect3D((-4,-4,-4*r),(8,8,8*r))\n",
" return scatter(ix,iz,iy,color=\"black\",label=\"\",markersize =4, aspect_ratio=:equal,markerstrokealpha = 1.0,markeralpha = 1.0,markershape = :square,camera = (30, 60),xlim=(0,nelx),zlim=(0,nelz),ylim=(0,nely))#,markershape = :square\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 239,
"metadata": {},
"outputs": [
{
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},
"execution_count": 245,
"metadata": {},
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],
"source": [
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]
},
{
"cell_type": "code",
"execution_count": 246,
"metadata": {},
"outputs": [
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"</g>\n",
"</svg>\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in 1:20\n",
" display(heatmap(1.0.-poisson3D[:,:,i], aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 241,
"metadata": {},
"outputs": [
{
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in 1:20\n",
" display(heatmap(1.0.-bulk3D[:,:,i], aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
"end"
]
},
{
"cell_type": "code",
"execution_count": 231,
"metadata": {},
"outputs": [
{
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"\" transform=\"translate(483, 47)\"/>\n",
"</g>\n",
"</svg>\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for i in 1:20\n",
" display(heatmap(1.0.-shear3D[:,:,i], aspect_ratio=:equal, legend=false, axis=nothing, foreground_color_subplot=colorant\"white\",fc=:grays))\n",
"end\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Change Code to Truss"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.5.2",
"language": "julia",
"name": "julia-1.5"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.5.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}