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{ | |
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"# Upsampling\n", | |
"\n", | |
"upsampling by using 0 insertion and frequency domain filtering" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
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"text": [ | |
"Julia Version 1.1.0\n", | |
"Commit 80516ca202 (2019-01-21 21:24 UTC)\n", | |
"Platform Info:\n", | |
" OS: Linux (x86_64-pc-linux-gnu)\n", | |
" CPU: Intel(R) Core(TM) i7-7700K CPU @ 4.20GHz\n", | |
" WORD_SIZE: 64\n", | |
" LIBM: libopenlibm\n", | |
" LLVM: libLLVM-6.0.1 (ORCJIT, skylake)\n" | |
] | |
} | |
], | |
"source": [ | |
"versioninfo()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"using BenchmarkTools, FFTW, Plots" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
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"x1 = range(0.0, stop=4π, length=16)\n", | |
"y1 = cos.(x1)\n", | |
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"y2 = cos.(x2)\n", | |
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} | |
], | |
"source": [ | |
"plot(abs.(fft(y1)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
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{ | |
"data": { | |
"text/plain": [ | |
"insertzero (generic function with 1 method)" | |
] | |
}, | |
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} | |
], | |
"source": [ | |
"function insertzero(x::AbstractVector, n::Integer)\n", | |
" ret = zeros(eltype(x), length(x)*n)\n", | |
" for i in 1:length(x)\n", | |
" ret[(i-1)*n+1] = x[i]\n", | |
" end\n", | |
" ret\n", | |
"end" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
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}, | |
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"metadata": {}, | |
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} | |
], | |
"source": [ | |
"y3 = insertzero(y1, 2)\n", | |
"plot(y3)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
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}, | |
{ | |
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} | |
], | |
"source": [ | |
"z = fft(y3)\n", | |
"z[cld(length(z), 4)+1:end-cld(length(z), 4)] .= 0\n", | |
"plot(abs.(z))" | |
] | |
}, | |
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}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"plot(real.(ifft(z)) .* 2)\n", | |
"plot!(y2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"upsampling (generic function with 1 method)" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"function upsampling(x, n)\n", | |
" res = insertzero(x, n)\n", | |
" z = fft(res)\n", | |
" z[cld(length(z), 2n)+1:end-cld(length(z), 2n)] .= 0\n", | |
" real.(ifft(z)) .* n\n", | |
"end" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
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] | |
}, | |
"execution_count": 11, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"plot(upsampling(y1, 8))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
" 34.481 μs (118 allocations: 134.92 KiB)\n" | |
] | |
} | |
], | |
"source": [ | |
"xbench = range(0.0, stop=4π, length=256)\n", | |
"ybench = cos.(xbench)\n", | |
"@btime(upsampling($ybench, 8));" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Julia 1.1.0", | |
"language": "julia", | |
"name": "julia-1.1" | |
}, | |
"language_info": { | |
"file_extension": ".jl", | |
"mimetype": "application/julia", | |
"name": "julia", | |
"version": "1.1.0" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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