Skip to content

Instantly share code, notes, and snippets.

@genkuroki
Created July 3, 2017 09:46
Show Gist options
  • Save genkuroki/0d58597d4d4b71e76641969373417621 to your computer and use it in GitHub Desktop.
Save genkuroki/0d58597d4d4b71e76641969373417621 to your computer and use it in GitHub Desktop.
Julia/f(x,y)=ax^2+2xy+cy^2.ipynb
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# f(x,y)=ax^2+2xy+cy^2 のグラフ\n\na,b,cの定義を変えれば様々なグラフを描けます。"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "using PyPlot\nfunction meshgrid(vx::AbstractVector{T}, vy::AbstractVector{T}) where T\n m, n = length(vy), length(vx)\n vx = reshape(vx, 1, n)\n vy = reshape(vy, m, 1)\n (repmat(vx, m, 1), repmat(vy, 1, n))\nend\n\nr = 5.0\nxx = [linspace(-r,r,100);]\nyy = [linspace(-r,r,100);]\nx, y = meshgrid(xx, yy)\n\na = 1\nb = -20\nc = 2\n\nz = a*x.^2 + 2*b*x.*y + c*y.^2\n\nfigure(figsize=(8,7))\np1 = surf(x, y, z, cmap=ColorMap(\"rainbow\"))\ntitle(\"\\$z=ax^2+2bxy+cy^2\\$, \\$(a,b,c)=($a,$b,$c)\\$\")\nxlabel(\"x\")\nylabel(\"y\")\n\nfigure(figsize=(8,6))\nimshow(z, extent=(-r,r,-r,r), cmap=ColorMap(\"rainbow\"))\np3 = contour(x, y, z, cmap=ColorMap(\"gray\"))\ntitle(\"\\$z=ax^2+2bxy+cy^2\\$, \\$(a,b,c)=($a,$b,$c)\\$\")\nclabel(p3, inline=1, fontsize=6)\ncolorbar()\naxes()[:set_aspect](\"equal\")",
"execution_count": 1,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000020895208>)",
"image/png": "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"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x0000000024A4EF98>)",
"image/png": "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"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "julia-0.6",
"display_name": "Julia 0.6.0",
"language": "julia"
},
"language_info": {
"file_extension": ".jl",
"name": "julia",
"mimetype": "application/julia",
"version": "0.6.0"
},
"gist": {
"id": "",
"data": {
"description": "Julia/f(x,y)=ax^2+2xy+cy^2.ipynb",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment