{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "- title: Moving polygons around the sky\n", "- author: Joseph Long\n", "- date: 2019-11-04\n", "- tags: download-notebook\n", "- slug: moving-polygons-around-the-sky\n", "- summary: When you have a shape with vertices specified in angular coordinates, and you need to place it somewhere on the sky, try adding a dimension." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "My friend [Sam](https://github.com/swyatt7) is part of a team building a [Gravitational Wave Treasure Map](http://treasuremap.space/). Due to the way gravitational wave telescopes (e.g., [LIGO](https://en.wikipedia.org/wiki/LIGO)) work, gravitational wave events can only be roughly localized on the sky. For example, gravitational wave event [S190923y](https://gracedb.ligo.org/superevents/S190923y/view/) could have come from anywhere in the dark red regions here:\n", "\n", "
\n", "
" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "As soon as a detection is made, alerts are sent out to the astronomical community. Teams of astronomers around the world then search the indicated region for new points of light, in hopes of finding an optical (electromagnetic) counterpart. They report back which regions of the sky they imaged, and the treasure map shows where to focus further searches.\n", "\n", "In the course of developing this map, he ran in to a classic coordinate singularity problem, and I helped him work out the math behind it.\n", "\n", "# The _singularity_\n", "\n", "Astronomers locate objects in angular coordinates, right ascension (RA) and declination (Dec)â€”analogous to longitude and latitude respectively. The problem is that, when your declination goes to $\\pm 90^\\circ$, your right ascension is undefined. (Just like when you're standing at the North Pole, you don't have a particular longitude.)\n", "\n", "So, say you have a telescope that images a $10^\\circ \\times 10^\\circ$ field of view. That's 10 degrees from the telescope pointing location, not 10 degrees RA by 10 degrees Dec. It's easy to see why: define a square centered at $(0^\\circ, 0^\\circ)$:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format='retina'\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "plt.rc('axes', grid=True)\n", "plt.rc('figure', figsize=(7, 7))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "