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@lstagner
Created February 25, 2020 00:20
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Compressed Sensing in Julia
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"using LinearAlgebra\n",
"using Random\n",
"using FFTW\n",
"using PyPlot\n",
"using StructuredOptimization"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"N = 256\n",
"P = 5\n",
"K = 32\n",
"\n",
"freq = randperm(Int(N/2)).-1\n",
"freq = freq[1:P]\n",
"\n",
"n = 0:N-1\n",
"x = zeros(N)\n",
"for f in freq\n",
" x .+= sin.((2pi*f/N)*n)\n",
"end\n",
"Psi = hcat(fft.(eachcol(I(N)))...)\n",
"Psi_inv = conj(Psi)/N\n",
"X = Psi*x\n",
"\n",
"x_m = zeros(N);\n",
"q = randperm(N);\n",
"q = q[1:K];\n",
"x_m[q] .= x[q]\n",
"\n",
"A = Psi_inv[q, :]; \n",
"y = A*X;"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((Variable(Complex{Float64}, (256,)),), 586)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xx = Variable(Complex{Float64}, N)\n",
"lambda = 1e-3*norm(A'*y,Inf)\n",
"\n",
"@minimize ls(A*xx - y) + lambda*norm(xx,1)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"Figure(PyObject <Figure size 1200x400 with 2 Axes>)"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"PyObject <matplotlib.legend.Legend object at 0x17881c630>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig, ax = plt.subplots(ncols=2)\n",
"fig.set_size_inches(12,4)\n",
"ax[1].plot(1:N,x,label=\"True Signal\")\n",
"ax[1].set_xlabel(\"Time\")\n",
"ax[1].set_ylabel(\"Amplitude\")\n",
"ax[1].plot((1:N)[q], x_m[q],\"x\",label=\"Data Points\")\n",
"ax[1].plot(1:N, Psi_inv*(~xx),ls=\"--\",label=\"Reconstructed Signal\")\n",
"ax[1].legend()\n",
"\n",
"ax[2].plot(abs.(X),label =\"True Frequency\")\n",
"ax[2].plot(abs.(~xx),ls=\"--\",color=\"green\", label=\"Reconstructed Frequency\")\n",
"ax[2].set_xlim(1,N/2)\n",
"ax[2].set_xlabel(\"Frequency\")\n",
"ax[2].set_ylabel(\"Amplitude\")\n",
"ax[2].legend(loc=2)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Julia 1.3.0",
"language": "julia",
"name": "julia-1.3"
},
"language_info": {
"file_extension": ".jl",
"mimetype": "application/julia",
"name": "julia",
"version": "1.3.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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