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@brandondube
Created July 1, 2020 19:07
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook shows how to use some fancy \"abuse\" of fourier transforms to generate random landsapes.\n",
"\n",
"The context or borrowed work here is Kolmogorov phase screens. Basically, this says that the power spectral density of atmospheric turblence follows a -5/3 power law. In mathematical sense, that means that if we define the turbulence to be $S$:\n",
"\n",
"$$\n",
"S \\equiv \\text{spatial turbulence}\n",
"$$\n",
"and we define $\\mathfrak{F}$ to be the Fourier transform operator, then\n",
"$$\n",
"\\hat{S} = \\mathfrak{F}\\{S\\}\\quad .\n",
"$$\n",
"We can say that:\n",
"$$\n",
"\\text{Power Spectrum}\\{S\\} = \\left|\\hat{S}\\right| \\equiv \\text{PS}\\{S\\}\n",
"$$\n",
"and\n",
"$$\n",
"\\text{Power Spectral Density}\\{S\\} = \\text{PS}\\{S\\}^2 \\equiv \\text{PSD}\\{S\\}\n",
"$$\n",
"\n",
"The idea of PS and PSD is not restricted to phase screens and turbulence.\n",
"\n",
"Let's think now about using this to generate a random phase screen (the application that inspires this). We want to use a function:\n",
"\n",
"$$\n",
"PSD(\\nu) \\propto \\nu^{-b}\n",
"$$\n",
"where $\\nu$ is the spatial frequency variable.\n",
"\n",
"To connnect PSD to $S$, we need to take a square root, add some phase ($\\hat{S}$ is complex), take an inverse fourier transform, and then take the real part. So, we have the reverse algorithm:\n",
"\n",
"$$\n",
"S = \\Re{\\left\\{\\mathfrak{F}^{-1}\\left\\{\\sqrt{\\text{PSD}\\,} \\cdot \\exp{\\left(-i \\phi\\right)}\\right\\}\\right\\}}\n",
"$$\n",
"\n",
"Notice that we have not constrained $\\phi$. This algorithm is much simpler in code than on paper. Let's define $\\text{PSD}(\\nu)$ first:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from numpy.fft import fftshift, ifftshift, fftfreq, fft2, ifft2\n",
"from numpy.random import PCG64, Generator\n",
"\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def b_psd(nu, b):\n",
" if np.isscalar(nu):\n",
" if nu == 0:\n",
" return 0\n",
" else:\n",
" return nu ** (-b)\n",
" else:\n",
" mask = nu == 0\n",
" out = np.empty_like(nu)\n",
" out[mask] = 0\n",
" out[~mask] = nu[~mask] ** (-b)\n",
" return out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"(this handles zeros correctly for both arrays and scalars).\n",
"\n",
"Now let's write the reverse function:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def make_phase_screen(psd, phi, fs):\n",
" \"\"\"Make a phase screen from a PSD and phase function. fs is the sampling frequency in cy/m.\"\"\"\n",
" # assume psd, phi are in \"origin\" coordinates,\n",
" # with the origin at the center of the array.\n",
" # fft puts it in the upper left corner, [0,0] by default.\n",
" # working in \"FFT coordinates\" will avoid the shifts and\n",
" # offer almost 50% speedup.\n",
" #\n",
" # A, coef make this process unitary\n",
" dx = 1 / fs\n",
" A = dx * dx\n",
" coef = fs ** 2\n",
" mask = psd == 0\n",
" psd = psd.copy() # don't mutate input\n",
" psd[mask] = 0 # dummy marker to avoid sqrt(0)\n",
" ps = np.sqrt(A * psd)\n",
" phase = np.exp(-1j*phi)\n",
" screen = ifftshift(ifft2(fftshift(ps * phase))) * coef\n",
" return screen.real"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from prysm.mathops import engine as e\n",
"def make_phase_screen2(psd, phi, fs):\n",
" \"\"\"Make a phase screen from a PSD and phase function. fs is the sampling frequency in cy/m.\"\"\"\n",
" # assume psd, phi are in \"origin\" coordinates,\n",
" # with the origin at the center of the array.\n",
" # fft puts it in the upper left corner, [0,0] by default.\n",
" # working in \"FFT coordinates\" will avoid the shifts and\n",
" # offer almost 50% speedup.\n",
" #\n",
" # A, coef make this process unitary\n",
" dx = 1 / fs\n",
" A = dx * dx\n",
" coef = fs ** 2\n",
" mask = psd == 0\n",
" signal = e.exp(1j * phi) * e.sqrt(A * psd)\n",
" coef = 1 / dx / dy\n",
" out = e.fft.ifftshift(e.fft.ifft2(e.fft.fftshift(signal))) * coef\n",
" out = out.real\n",
" return out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The horrible paper expression turns into four lines of tidy code. Note that this function doesn't know anything about units, so we have to track those along a parallel path. The language \"phase screen\" is from a different domain and doesn't really have any particular meaning here.\n",
"\n",
"Let's make one with some random junk just to see what this might look like:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7ff71971b7d0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dx = .01 # 1 cm\n",
"dy = dx\n",
"N = 512\n",
"fx = fftshift(fftfreq(N, dx))\n",
"fy = fftshift(fftfreq(N, dy))\n",
"fxx, fyy = np.meshgrid(fx, fy)\n",
"frr = np.sqrt(fxx**2 + fyy**2)\n",
"nu = frr\n",
"\n",
"psd = b_psd(nu, 5/3) # Kolmogorov's value for atmospheric turbulence\n",
"phi = np.angle(ifftshift(fft2(np.random.rand(N, N))))\n",
"screen = make_phase_screen(psd, phi, 1/dx)\n",
"plt.imshow(screen)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can tune `b` to control how \"blobby\" or \"noisy\" this is."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7ff6d8375090>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# flat spectrum\n",
"psd = b_psd(nu, 1) # Kolmogorov's value for atmospheric turbulence\n",
"phi = np.angle(ifftshift(fft2(np.random.rand(N, N))))\n",
"screen = make_phase_screen(psd, phi, 1/dx)\n",
"plt.imshow(screen)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7ff7092c2450>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# high frequency preference\n",
"psd = b_psd(nu, -1) # Kolmogorov's value for atmospheric turbulence\n",
"phi = np.angle(ifftshift(fft2(np.random.rand(N, N))))\n",
"screen = make_phase_screen(psd, phi, 1/dx)\n",
"plt.imshow(screen)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7ff6c90278d0>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# strong low frequency preference\n",
"psd = b_psd(nu, 3) # Kolmogorov's value for atmospheric turbulence\n",
"phi = np.angle(ifftshift(fft2(np.random.rand(N, N))))\n",
"screen = make_phase_screen(psd, phi, 1/dx)\n",
"plt.imshow(screen)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is just based on using random noise for the phase. We can do something more interesting, like make the noisiness of the phase depend on `fxx`, `fyy`, or `frr` (nu)."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7ff70990f110>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# simple weight by frr (STRONG high frequency weight)\n",
"rng = Generator(PCG64(123456)) # seed\n",
"noise = rng.uniform(-np.pi, np.pi, size=int(N*N)).reshape(psd.shape)\n",
"weight = frr\n",
"phi = noise * weight\n",
"psd = b_psd(nu, 5/3)\n",
"screen = make_phase_screen(psd, phi, 1/dx)\n",
"plt.imshow(screen)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can interpret this with some thoughts on coherence. `PSD` controls how much of the surface, as a whole, is divided between fine textures and large ones. $\\phi$ controls how localized those textures are. Random $\\phi$, for large $\\nu$ just means there's high frequency noise. Structured $\\phi$ for large $\\nu$, like making it an annulus, creates localized clusters.\n",
"\n",
"This is sort of like paint by algorithm."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.7.6 64-bit ('lowfs': conda)",
"language": "python",
"name": "python37664bitlowfscondadc4c9f09eb9d47adb388b41ad67ed811"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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