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March 7, 2024 21:17
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "76b0c9b0-6bae-4d24-b827-4d4298f27749", | |
"metadata": {}, | |
"source": [ | |
"# Fitting PSF shapes and positions at the same time." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"id": "7226234a-eceb-47a1-bd9c-5fa630864f7e", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pickle\n", | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "255eae1b-c966-44b9-ad8d-2c36e0940ba0", | |
"metadata": {}, | |
"source": [ | |
"Here I load in some data I have stored for the continuous viewing zone of TESS. This is all the sources in the continuous viewing zone on one camera. \n", | |
"\n", | |
"- $f$ is the log of the normalized flux\n", | |
"- $fe$ is the error on the log of the normalized flux\n", | |
"- $x$ is the position relative to the source center in column direction\n", | |
"- $y$ is the position relative to the source center in row direction\n", | |
"- $c$ is the column position\n", | |
"- $r$ is the row position" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"id": "419197ea-fa1f-4070-9cf7-36664d447876", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"data = pickle.load(open('catalogs/tpf_01.p', 'rb'))\n", | |
"f, fe, x, y, c, r = data['y'], data['ye'], data['dx'], data['dy'], data['r'], data['c']" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"id": "60562975-9664-4875-b0c0-9f17d03a553e", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 600x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(figsize=(6, 5))\n", | |
"im = ax.scatter(x, y, c=f, s=1, vmin=-3, vmax=-0.5)\n", | |
"cbar = plt.colorbar(im, ax=ax)\n", | |
"ax.set(xlabel='$x$', ylabel='$y$')\n", | |
"cbar.set_label(\"$log$ Normalized Flux\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "27876761-3bcc-48a2-82ee-de78e829fa63", | |
"metadata": {}, | |
"source": [ | |
"We want to fit a Gaussian to the center of each source. This is our functional form for a Gaussian\n", | |
"\n", | |
"$$\n", | |
"G(x, y) = -2\\pi\\sigma_x\\sigma_y\\sqrt{1-\\rho^2} e^{-\\frac{1}{2(1-\\rho^2)}\\left(\\frac{(x-\\mu_x)^2}{\\sigma_x^2} + \\frac{(y-\\mu_y)^2}{\\sigma_y^2} - \\frac{2\\rho(x-\\mu_x)(y-\\mu_y)}{\\sigma_x\\sigma_y}\\right)}\n", | |
"$$\n", | |
"\n", | |
"This is 2D, and has cross terms to enable rotation\n", | |
"\n", | |
"In log space we have this:\n", | |
"\n", | |
"$$ \n", | |
"\\ln(G(x, y)) = -\\ln(2\\pi\\sigma_x\\sigma_y\\sqrt{1-\\rho^2}) - \\frac{x^2}{2(1-\\rho^2)\\sigma_x^2} - \\frac{y^2}{2(1-\\rho^2)\\sigma_y^2} + 2\\frac{\\rho xy}{2(1-\\rho^2)\\sigma_x\\sigma_y}\n", | |
"$$\n", | |
"\n", | |
"This is a linear model where\n", | |
"\n", | |
"\n", | |
"$$ \n", | |
"\\ln(G(x, y)) = a + bx^2 + cy^2 + 2dxy\n", | |
"$$\n", | |
"\n", | |
"$$ a = -\\ln(2\\pi\\sigma_x\\sigma_y\\sqrt{1-\\rho^2}) $$\n", | |
"$$ b = \\frac{1}{2(1-\\rho^2)\\sigma_x^2}$$\n", | |
"$$ c = \\frac{1}{2(1-\\rho^2)\\sigma_y^2}$$\n", | |
"$$ d = \\frac{\\rho}{2(1-\\rho^2)\\sigma_x\\sigma_y}$$\n", | |
"\n", | |
"We can rearrange this to get $\\sigma_x$, $\\sigma_y$\n", | |
"\n", | |
"$$\n", | |
"\\sigma_x = \\sqrt{-\\frac{1}{2b(1-\\rho^2)}}\n", | |
"$$\n", | |
"$$\n", | |
"\\sigma_y = \\sqrt{-\\frac{1}{2c(1-\\rho^2)}}\n", | |
"$$\n", | |
"\n", | |
"\n", | |
"And then we can substitute those in to find $\\rho$\n", | |
"\n", | |
"\n", | |
"$$ d = \\frac{\\rho}{2(1-\\rho^2)\\sqrt{-\\frac{1}{2b(1-\\rho^2)}}\\sqrt{-\\frac{1}{2c(1-\\rho^2)}}}$$\n", | |
"\n", | |
"$$\n", | |
" d = \\frac{\\rho}{2(1-\\rho^2)\\sqrt{\\frac{1}{4bc(1-\\rho^2)^2}}}\n", | |
" $$\n", | |
"\n", | |
"$$\n", | |
" d = \\frac{\\rho}{\\sqrt{\\frac{1}{bc}}}\n", | |
"$$\n", | |
"\n", | |
"$$\n", | |
" \\rho = \\sqrt{\\frac{d^2}{bc}}\n", | |
"$$\n", | |
"\n", | |
"Put another way, if we can fit this linear model and find the $a$, $b$, $c$, and $d$ that best fit the data, we will be able to find the best fitting standard deviation and correlation.\n", | |
"\n", | |
"We will need to fit a design matrix that looks like\n", | |
"\n", | |
"\\begin{bmatrix}\n", | |
"1 & x_1^2 & y_1^2 & x_1y_1 \\\\\n", | |
"1 & x_2^2 & y_2^2 & x_2y_2 \\\\\n", | |
"1 & x_3^2 & y_3^2 & x_3y_3 \\\\\n", | |
"\\vdots & \\vdots & \\vdots & \\vdots \\\\\n", | |
"1 & x_n^2 & y_n^2 & x_ny_n\n", | |
"\\end{bmatrix}\n", | |
"\n", | |
"and then fit it to our data to find weights." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"id": "4527f790-0954-4204-9a63-92079eb48c36", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"X = np.vstack([x**0, x**2, y**2, x * y]).T" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "977d4c07-a6bb-411b-a875-d10772c53cfd", | |
"metadata": {}, | |
"source": [ | |
"We can make the assumption that close to the center of the source, the function is close to a Gaussian. This is because the effect of measurement in the pixel effectively convolves the function with a boxcar, and the PSF is likely to be peaky, resulting in something that we can approximate as a Gaussian. \n", | |
"\n", | |
"We'll only fit the model to the central pixels" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"id": "52011e84-371e-4542-9944-e3cdc8a28558", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"k = np.hypot(y, x) < 1\n", | |
"sigma_w_inv = X[k].T.dot(X[k]/fe[k, None]**2)\n", | |
"B = X[k].T.dot(f[k]/fe[k]**2)\n", | |
"w = np.linalg.solve(sigma_w_inv, B)\n", | |
"werr = np.linalg.inv(sigma_w_inv).diagonal()**0.5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"id": "56fa05b4-a190-4bc2-ad6b-0f8eff5e2cae", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([-0.52237448, -0.50552041, -0.51219115, 0.00199117])" | |
] | |
}, | |
"execution_count": 6, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"w" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "44209e50-083b-4c0e-aa0c-578b1ebfd349", | |
"metadata": {}, | |
"source": [ | |
"We can plot that linear model and check it looks good. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"id": "01017b55-7044-40c7-9de1-782468279961", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[Text(0, 0.5, '$log$ Normalized Flux'), Text(0.5, 0, '$\\\\sqrt{x^2 + y^2}$')]" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.errorbar(np.hypot(x, y)[k], f[k], fe[k], color='grey', ls='', label='Data')\n", | |
"ax.scatter(np.hypot(x, y)[k], X.dot(w)[k], c='k', label='X.dot(w)', zorder=10)\n", | |
"plt.legend()\n", | |
"ax.set(ylabel=\"$log$ Normalized Flux\", xlabel='$\\sqrt{x^2 + y^2}$')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "bf2f2ef6-50a6-4a83-8edb-fb6f32e2348c", | |
"metadata": {}, | |
"source": [ | |
"Looks great. We've found the weights, let's convert them back into the properties of the Gaussian." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"id": "aed13f5e-21dd-4dce-bb06-54d8e1b35312", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"A = w[0]\n", | |
"rho = w[3]**2/(w[1]*w[2])\n", | |
"sigma_x = np.sqrt(-(1/(2*w[1] * (1-rho**2))))\n", | |
"sigma_y = np.sqrt(-(1/(2*w[2] * (1-rho**2))))\n", | |
"\n", | |
"A_err = werr[0]\n", | |
"w3_err = np.abs((w[3]**2) * 2 * werr[3]/w[3])\n", | |
"rho_err = np.abs(rho) * np.sqrt((w3_err/w[3])**2 + (werr[1]/w[1])**2 + (werr[2]/w[2])**2)\n", | |
"sigma_x_2_err = np.sqrt(((np.abs((rho) * 2 * rho_err/rho))**2 + (werr[1]/w[1])**2))\n", | |
"sigma_x_err = np.abs(sigma_x * -0.5 * (sigma_x_2_err/sigma_x**2))\n", | |
"\n", | |
"sigma_y_2_err = np.sqrt(((np.abs((rho) * 2 * rho_err/rho))**2 + (werr[2]/w[2])**2))\n", | |
"sigma_y_err = np.abs(sigma_y * -0.5 * (sigma_y_2_err/sigma_y**2))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "4a24371d-d32e-4cae-aff7-5fb545efc5aa", | |
"metadata": {}, | |
"source": [ | |
"We can confirm that those properties, when put into the equation for the log Gaussian provide the same result." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "b736c6a7-bc0b-41bf-a7e6-fef3afec175c", | |
"metadata": {}, | |
"source": [ | |
"$$ \n", | |
"\\ln(G(x, y)) = -\\ln(2\\pi\\sigma_x\\sigma_y\\sqrt{1-\\rho^2}) - \\frac{x^2}{2(1-\\rho^2)\\sigma_x^2} - \\frac{y^2}{2(1-\\rho^2)\\sigma_y^2} + 2\\frac{\\rho xy}{2(1-\\rho^2)\\sigma_x\\sigma_y}\n", | |
"$$\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"id": "0bc0b0b6-eac2-4c75-840d-fc3bf710a3bd", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"logG_x_y = A - (x**2)/(2 * (1-rho**2)*sigma_x**2) - (y**2)/(2 * (1-rho**2)*sigma_y**2) + ((2 * rho * x * y)/(2 * (1-rho**2) * sigma_x * sigma_y))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"id": "2600741c-5f2c-4a46-81d1-83ee747625ce", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[Text(0, 0.5, '$log$ Normalized Flux'), Text(0.5, 0, '$\\\\sqrt{x^2 + y^2}$')]" | |
] | |
}, | |
"execution_count": 10, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.scatter(np.hypot(x, y)[k], X.dot(w)[k], c='k', label='X.dot(w)')\n", | |
"ax.scatter(np.hypot(x, y)[k], logG_x_y[k], s=5, c='r', label='2D Gaussian with best fit parameters')\n", | |
"plt.legend()\n", | |
"ax.set(ylabel=\"$log$ Normalized Flux\", xlabel='$\\sqrt{x^2 + y^2}$')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "8b36fb10-7784-496e-8ba7-1852f36d89d2", | |
"metadata": {}, | |
"source": [ | |
"Looks great. Now we're able to use our linear model to calculate the standard deviation and rotation of the Gaussian. \n", | |
"\n", | |
"Now that we have a good fit for the shape at the center, we can look for any slight shifts in the centers of the sources. \n", | |
"\n", | |
"We can take the partial derivative of our expression for the log Gaussian to get the gradient in each dimension:\n", | |
"\n", | |
"$$\\frac{\\partial}{\\partial x} \\ln(G(x, y)) = -\\frac{1}{1-\\rho^2}\\left(\\frac{(x-\\mu_x)}{\\sigma_x^2} - \\rho\\frac{(y-\\mu_y)}{\\sigma_x\\sigma_y}\\right)$$\n", | |
"\n", | |
"$$\\frac{\\partial}{\\partial y} \\ln(G(x, y)) = -\\frac{1}{1-\\rho^2}\\left(\\frac{(y-\\mu_y)}{\\sigma_y^2} - \\rho\\frac{(x-\\mu_x)}{\\sigma_x\\sigma_y}\\right)$$\n", | |
"\n", | |
"This gradient has units of \"flux\" per \"pixel\", in our case.\n", | |
"\n", | |
"We can approximate that a small shift in the center of the sources is equivalent to the \n", | |
"\n", | |
"$f' = \\ln(G(x, y)) + s_x \\frac{\\partial}{\\partial x} \\ln(G(x, y)) + s_y \\frac{\\partial}{\\partial y} \\ln(G(x, y))$\n", | |
"\n", | |
"Where $s_x$ and $s_y$ are shifts in pixel. This only holds for small shifts.\n", | |
"\n", | |
"Let's try fitting this! We need to calculate the gradients" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"id": "5b56455f-5423-458f-b9e7-8ebcb9706d11", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"dfdx = (1/1-rho**2) * ((x/sigma_x**2) - rho * (y/(sigma_x * sigma_y)))\n", | |
"dfdy = (1/1-rho**2) * ((y/sigma_y**2) - rho * (x/(sigma_x * sigma_y)))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "ad7af643-c75f-42f4-a98f-5212ab1334b7", | |
"metadata": {}, | |
"source": [ | |
"We can plot them to make sure they align with our expectations" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"id": "be90cccd-bf86-4181-9040-a71239e0f3db", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[Text(0.5, 1.0, '$\\\\frac{\\\\partial}{\\\\partial y} \\\\ln(G(x, y))$'),\n", | |
" Text(0.5, 0, '$x$')]" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 650x300 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots(1, 2, figsize=(6.5, 3), sharex=True, sharey=True)\n", | |
"ax[0].scatter(x, y, c=dfdx, vmin=-2, vmax=2)\n", | |
"ax[1].scatter(x, y, c=dfdy, vmin=-2, vmax=2)\n", | |
"ax[0].set(title='$\\\\frac{\\\\partial}{\\\\partial x} \\\\ln(G(x, y))$', xlabel='$x$', ylabel='$dy$')\n", | |
"ax[1].set(title='$\\\\frac{\\\\partial}{\\\\partial y} \\\\ln(G(x, y))$', xlabel='$x$')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "175b7135-2d50-4c5e-87f3-6f1b34bce263", | |
"metadata": {}, | |
"source": [ | |
"This looks exactly like what we'd expect. Let's try fitting these along side out Gaussian components. Here we will be assuming that the gradients of our first guess at the Gaussian are pretty close to the truth." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"id": "d61610e3-53a5-4d63-8d36-8c103728f121", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"X = np.vstack([x**0, x**2, y**2, x * y, dfdx, dfdy]).T" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"id": "5f55270d-1223-4d09-b0f1-9fcc8d614fac", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"k = np.hypot(y, x) < 1\n", | |
"sigma_w_inv = X[k].T.dot(X[k]/fe[k, None]**2)\n", | |
"B = X[k].T.dot(f[k]/fe[k]**2)\n", | |
"w = np.linalg.solve(sigma_w_inv, B)\n", | |
"werr = np.linalg.inv(sigma_w_inv).diagonal()**0.5\n", | |
"\n", | |
"A = w[0]\n", | |
"rho = w[3]**2/(w[1]*w[2])\n", | |
"sigma_x = np.sqrt(-(1/(2*w[1] * (1-rho**2))))\n", | |
"sigma_y = np.sqrt(-(1/(2*w[2] * (1-rho**2))))\n", | |
"s_x, s_y = w[4:6]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"id": "26ee8b64-2e57-4336-96b1-a412f3de5cdf", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Shift in x: 0.0028486167558469605 $\\pm$ 0.0006868306085947307\n", | |
"Shift in y: -0.021359380259121166 $\\pm$ 0.0006744008637879696\n" | |
] | |
} | |
], | |
"source": [ | |
"print('Shift in x:', s_x, '$\\pm$', werr[4])\n", | |
"print('Shift in y:', s_y, '$\\pm$', werr[5])" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "7b4a5dde-d9b7-4c0c-9ec6-7c0836229d19", | |
"metadata": {}, | |
"source": [ | |
"Our shifts are small, but significant. We can now update $x$ and $y$ to account for these shifts" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"id": "e8ca82f0-6f54-46c2-aca2-9b184fa44524", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Shift in x: -3.0201170987073778e-05 $\\pm$ 0.0006871356482153305\n", | |
"Shift in y: 6.335136020687893e-05 $\\pm$ 0.000675203613708894\n" | |
] | |
} | |
], | |
"source": [ | |
"# updated gradients\n", | |
"dfx = (1/1-rho**2) * ((x/sigma_x**2) - rho * (y/(sigma_x * sigma_y)))\n", | |
"dfy = (1/1-rho**2) * ((y/sigma_y**2) - rho * (x/(sigma_x * sigma_y)))\n", | |
"# updated positions\n", | |
"X = np.vstack([x**0, (x - s_x)**2, (y - s_y)**2, (x - s_x) * (y - s_y), dfdx, dfdy]).T\n", | |
"\n", | |
"k = np.hypot(y, x) < 1\n", | |
"sigma_w_inv = X[k].T.dot(X[k]/fe[k, None]**2)\n", | |
"B = X[k].T.dot(f[k]/fe[k]**2)\n", | |
"w = np.linalg.solve(sigma_w_inv, B)\n", | |
"werr = np.linalg.inv(sigma_w_inv).diagonal()**0.5\n", | |
"\n", | |
"A = w[0]\n", | |
"rho = w[3]**2/(w[1]*w[2])\n", | |
"sigma_x = np.sqrt(-(1/(2*w[1] * (1-rho**2))))\n", | |
"sigma_y = np.sqrt(-(1/(2*w[2] * (1-rho**2))))\n", | |
"s_x2, s_y2 = w[4:6]\n", | |
"\n", | |
"A_err = werr[0]\n", | |
"w3_err = np.abs((w[3]**2) * 2 * werr[3]/w[3])\n", | |
"rho_err = np.abs(rho) * np.sqrt((w3_err/w[3])**2 + (werr[1]/w[1])**2 + (werr[2]/w[2])**2)\n", | |
"sigma_x_2_err = np.sqrt(((np.abs((rho) * 2 * rho_err/rho))**2 + (werr[1]/w[1])**2))\n", | |
"sigma_x_err = np.abs(sigma_x * -0.5 * (sigma_x_2_err/sigma_x**2))\n", | |
"\n", | |
"# updated gradients\n", | |
"dfx = (1/1-rho**2) * ((x/sigma_x**2) - rho * (y/(sigma_x * sigma_y)))\n", | |
"dfy = (1/1-rho**2) * ((y/sigma_y**2) - rho * (x/(sigma_x * sigma_y)))\n", | |
"\n", | |
"\n", | |
"sigma_y_2_err = np.sqrt(((np.abs((rho) * 2 * rho_err/rho))**2 + (werr[2]/w[2])**2))\n", | |
"sigma_y_err = np.abs(sigma_y * -0.5 * (sigma_y_2_err/sigma_y**2))\n", | |
"s_x_err2 = werr[4]\n", | |
"s_y_err2 = werr[5]\n", | |
"print('Shift in x:', s_x2, '$\\pm$', s_x_err2)\n", | |
"print('Shift in y:', s_y2, '$\\pm$', s_y_err2)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2760c5d2-476b-4d96-859f-54194f890722", | |
"metadata": {}, | |
"source": [ | |
"Now the shifts we find are insignificant." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"id": "7741e43f-79f5-4762-8799-d404e29b63b8", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"[Text(0, 0.5, '$log$ Normalized Flux'), Text(0.5, 0, '$\\\\sqrt{x^2 + y^2}$')]" | |
] | |
}, | |
"execution_count": 17, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.errorbar(np.hypot(x, y)[k], f[k], fe[k], color='grey', ls='', label='Data')\n", | |
"ax.scatter(np.hypot(x, y)[k], X.dot(w)[k], c='k', label='X.dot(w)', zorder=10, s=0.1)\n", | |
"plt.legend()\n", | |
"ax.set(ylabel=\"$log$ Normalized Flux\", xlabel='$\\sqrt{x^2 + y^2}$')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "16b40625-2d44-4921-a18e-7c2cc7a315ba", | |
"metadata": {}, | |
"source": [ | |
"We can now\n", | |
"\n", | |
"1. Fit a Gaussian to the centers of all the sources, finding $\\sigma_x$, $\\sigma_y$, and $\\rho$\n", | |
"2. Find the (small) shift in the centers of the sources in position $s_x$ and $s_y$\n", | |
"\n", | |
"The next step would be to fix $\\sigma_x$, $\\sigma_y$, $\\rho$, $s_x$ and $s_y$ and find $\\alpha$ which would be the best fit source flux. \n", | |
"\n", | |
"Unfortunately, this is likely not to be computable, because we have limited ourselves to the central region of the PRF. This means most of the sources will contribute only a single pixel to the dataset, and so we have too many free variables to fit the flux of every source. \n", | |
"\n", | |
"Now that we have a Gaussian for the central part of the PSF, and a shift in x and y, we need to expand our model to include the wings." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"id": "a1e73642-15dc-409a-87d7-45c8ff25d579", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"lnG_x_y = X.dot(w)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 19, | |
"id": "9c2c28be-1dcf-46dc-827b-741026396bae", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.lines.Line2D at 0x7f048c29e4d0>" | |
] | |
}, | |
"execution_count": 19, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.errorbar(np.hypot(x, y), f, fe, color='grey', ls='', label='Data', lw=0.4)\n", | |
"ax.scatter(np.hypot(x, y), lnG_x_y, color='k', label='Model', lw=0.4, zorder=10, s=0.1)\n", | |
"ax.set(ylabel=\"$log$ Normalized Flux - $lnG(x, y)$\", xlabel='$\\sqrt{x^2 + y^2}$')\n", | |
"ax.axvline(np.mean([sigma_x, sigma_y]), c='k', ls='--')" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "faf6a920-1cf3-4385-819d-db010f192d3c", | |
"metadata": {}, | |
"source": [ | |
"We now need a functional form that can fit the wings. This doesn't need to be a Gaussian, but should be flexible enough to fit the core and the wings.\n", | |
"\n", | |
"We'll use a spline in polar coordinates to do this." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"id": "08ff9c80-8db5-42a0-aa68-9795028e7433", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/opt/conda/lib/python3.11/site-packages/patsy/util.py:672: FutureWarning: is_categorical_dtype is deprecated and will be removed in a future version. Use isinstance(dtype, CategoricalDtype) instead\n", | |
" return _pandas_is_categorical_dtype(dt)\n" | |
] | |
} | |
], | |
"source": [ | |
"from patsy import dmatrix\n", | |
"rad = np.hypot(x - s_x, y - s_y)\n", | |
"phi = np.arctan2(y - s_y, x - s_y)\n", | |
"\n", | |
"# Spline in radial distance\n", | |
"r_knots = np.arange(0, rad.max(), np.mean([sigma_x, sigma_y]))\n", | |
"S_r = np.asarray(dmatrix(\"bs(x, knots=knots, degree=3, include_intercept=True)\",\n", | |
" {\"x\": list(np.hstack([rad, 0, rad.max()])), \"knots\": r_knots}))[:-2]\n", | |
"\n", | |
"# Azimuthal dependence\n", | |
"S_phi = np.vstack([phi**0, np.sin(phi), np.cos(phi), np.sin(2*phi), np.cos(2*phi)]).T\n", | |
"\n", | |
"# Combine them by taking the cross terms, but not the central region\n", | |
"S = np.hstack([S_r[:, :4], *[S_r[:, 4:] * p[:, None] for p in S_phi.T]])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"id": "b7a3ce91-430c-4f5d-a39a-049aed818841", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"spline_r = S.dot(np.linalg.solve(S.T.dot(S/fe[:, None]**2) + np.diag(1/(np.ones(S.shape[1])*1e3)**2), S.T.dot(f/fe**2)))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"id": "cb433e7b-9253-470c-a31a-4e23d19d99bf", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.lines.Line2D at 0x7f0452ae2010>" | |
] | |
}, | |
"execution_count": 22, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 640x480 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig, ax = plt.subplots()\n", | |
"ax.errorbar(np.hypot(x, y), f, fe, color='grey', ls='', label='Data', lw=0.4)\n", | |
"ax.scatter(np.hypot(x, y), spline_r, color='k', label='Model', lw=0.4, zorder=10, s=0.1)\n", | |
"ax.set(ylabel=\"$log$ Normalized Flux - $lnG(x, y)$\", xlabel='$\\sqrt{x^2 + y^2}$')\n", | |
"ax.axvline(np.mean([sigma_x, sigma_y]), c='k', ls='--')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 31, | |
"id": "c95aaeb3-c574-4096-9826-affd6791af74", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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