{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Modeling Coronal Loops in 3D with `sunpy.coordinates`" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ ".. post:: 22 July 2018\n", " :author: Will Barnes\n", " :tags: coordinates, modeling, sunpy\n", " :category: Tutorial\n", " :exclude:\n", "\n", " The `sunpy.coordinates` module is a useful tool for expressing locations on the Sun in various coordinate systems. While most often used in the context of analyzing and manipulating observational data, we can also use this module to build three-dimensional models of loops in the corona.\n" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/html" }, "source": [ "Will Barnes is a fifth-year PhD student in the Department of Physics and Astronomy at Rice University in Houston, TX, USA. Will is a frequent user of the SunPy package and is the developer of fiasco, a Python interface to the CHIANTI atomic database. You can find him on GitHub @wtbarnes and Twitter @wtbarnes_.\n", "
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\n" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ ".. update:: 25 July 2018\n", "\n", " The first version of this post contained an error in the scaling laws used to compute the loop temperature from\n", " a heating rate. This has now been corrected.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "import warnings\n", "warnings.simplefilter('ignore')\n", "\n", "import numpy as np\n", "from scipy.ndimage import gaussian_filter\n", "import scipy.integrate\n", "import scipy.optimize\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors\n", "import astropy.units as u\n", "import astropy.time\n", "import astropy.constants as const\n", "from astropy.coordinates import SkyCoord\n", "from sunpy.map import GenericMap\n", "from sunpy.util.metadata import MetaDict\n", "from sunpy.sun import constants as sun_const\n", "from sunpy.coordinates import Helioprojective,HeliographicStonyhurst,Heliocentric\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Coronal loops](https://en.wikipedia.org/wiki/Coronal_loop) are the building blocks of the solar corona, the outermost layer of the Sun's atmosphere. Because the pressure exerted by the coronal magnetic field is much stronger than the pressure of the surrounding gas, hot plasma is forced to flow along the magnetic field lines, creating bright arches, or *loops*, that extend high above the solar surface. As a result, the corona is often modeled as an ensemble of one-dimensional loop structures rather than a three-dimensional box of magnetized plasma. This allows for detailed simulations over massive spatial scales that are not accessible by 3D MHD simulations due to their massive computational cost. [This review paper](https://ui.adsabs.harvard.edu/abs/2010LRSP....7....5R/abstract) provides an excellent overview of both the observational and modeling sides of coronal loop physics.\n", "\n", "The `sunpy.coordinates` module is a useful tool for expressing locations on the Sun in various coordinate systems. While most often used in the context of analyzing and manipulating observational data, we can also use this module to build three-dimensional models of loops in the corona." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting the Coordinates of a Single Loop" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's consider a semi-circular loop with both footpoints rooted on the surface of the Sun with a length $L=500$ Mm and centered at a latitude of $\\Theta=30^{\\circ}$. We have to do a bit of algebra to find these coordinates, but all we are doing is expressing them in terms of a spherical coordinate system, more specifically the Heliographic Stonyhurst coordinate system, $(r,\\Theta,\\Phi)$. For a comprehensive overview of solar coordinate systems, see [Thompson (2006)](https://ui.adsabs.harvard.edu/abs/2006A&A...449..791T/abstract)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def semi_circular_loop(length,theta0=0*u.deg):\n", " r_1 = const.R_sun\n", " def r_2_func(x):\n", " return np.arccos(0.5*x/r_1.to(u.cm).value) - np.pi + length.to(u.cm).value/2./x\n", " r_2 = scipy.optimize.bisect(r_2_func,length.to(u.cm).value/(2*np.pi),\n", " length.to(u.cm).value/np.pi) * u.cm\n", " alpha = np.arccos(0.5*(r_2/r_1).decompose())\n", " phi = np.linspace(-np.pi*u.rad + alpha,np.pi*u.rad-alpha,2000)\n", " # Quadratic formula to find r\n", " a = 1.\n", " b = -2*(r_1.to(u.cm)*np.cos(phi.to(u.radian)))\n", " c = r_1.to(u.cm)**2 - r_2.to(u.cm)**2\n", " r = (-b + np.sqrt(b**2 - 4*a*c))/2/a\n", " # Choose only points above the surface\n", " i_r = np.where(r>r_1)\n", " r = r[i_r]\n", " phi = phi[i_r]\n", " hcc_frame = Heliocentric(observer=SkyCoord(\n", " lon=0*u.deg,lat=theta0,radius=r_1,frame='heliographic_stonyhurst'))\n", " return (SkyCoord(x=r.to(u.cm)*np.sin(phi.to(u.radian)),\n", " y=u.Quantity(r.shape[0]*[0*u.cm]),\n", " z=r.to(u.cm)*np.cos(phi.to(u.radian)),\n", " frame=hcc_frame)\n", " .transform_to('heliographic_stonyhurst'))\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "loop = semi_circular_loop(500*u.Mm,theta0=30*u.deg)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "loop[[0,-1]] # First and last points\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that this function returns an Astropy `SkyCoord` object. You can read more about these in the [Astropy docs](https://docs.astropy.org/en/stable/coordinates/index.html). Simply put, a `SkyCoord` object allows us to specify a coordinate-aware set of points in the sky, specifically on the Sun. SunPy provides many of the commonly used solar coordinate systems to be used by `SkyCoord`. You can read more about them [here](https://docs.sunpy.org/en/stable/reference/coordinates/index.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To plot our loop, we need to construct a dummy `sunpy.map.Map` object. This just provides a projected coordinate system so that we can plot our loop in two dimensions." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data = np.ones((10,10))\n", "time_now = astropy.time.Time.now()\n", "meta = MetaDict({\n", " 'ctype1': 'HPLN-TAN','ctype2': 'HPLT-TAN',\n", " 'cunit1': 'arcsec', 'cunit2': 'arcsec',\n", " 'crpix1': (data.shape[0] + 1)/2., 'crpix2': (data.shape[1] + 1)/2.,\n", " 'cdelt1': 1.0, 'cdelt2': 1.0, 'crval1': 0.0, 'crval2': 0.0,\n", " 'hgln_obs': 0.0, 'hglt_obs': 0.0,\n", " 'dsun_obs': const.au.to(u.m).value, 'dsun_ref': const.au.to(u.m).value,\n", " 'rsun_ref': const.R_sun.to(u.m).value,\n", " 'rsun_obs': ((const.R_sun/const.au).decompose()*u.radian).to(u.arcsec).value,\n", " 't_obs': time_now.iso, 'date-obs': time_now.iso,\n", "})\n", "dummy_map = GenericMap(data,meta)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,10))\n", "ax = fig.gca(projection=dummy_map)\n", "dummy_map.plot(alpha=0,extent=[-1000,1000,-1000,1000],title=False)\n", "ax.plot_coord(loop.transform_to(dummy_map.coordinate_frame),color='C0',lw=2)\n", "dummy_map.draw_grid(grid_spacing=10*u.deg,color='k',axes=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Computing the Density and Emission Measure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We want to model the thermodynamics of our loop in the field-aligned direction. Assuming hydrostatic equilibrium, we can write down the balance between thermal and gravitational pressure in the radial direction,\n", "\n", "$$\n", "\\frac{dP}{dr} = -m_in g_{\\odot}\\left(\\frac{R_{\\odot}}{r}\\right)^2\n", "$$\n", "\n", "where $g_{\\odot}$ and $R_{\\odot}$ are the surface gravity and radius of the Sun, respectively, $n$ is the density, and $m_i$ is the ion mass. We want to find the density as a function of $s$, the coordinate along the loop. We can rewrite the above equation in terms of $s$,\n", "\n", "$$\n", "\\frac{dP}{ds} = \\frac{dP}{dr}\\frac{dr}{ds} = -m_in g_{\\odot}\\left(\\frac{R_{\\odot}}{r(s)}\\right)^2\\frac{dr}{ds}\n", "$$\n", "\n", "Using the ideal gas law ($P=2k_BnT$) and assuming an isothermal loop, we can integrate both sides and find an expression for the density $n$ as a function of the field-aligned coordinate $s$,\n", "\n", "$$\n", "n(s) = n_0\\exp\\left[-\\frac{R_{\\odot}^2}{\\lambda_P}\\int_0^s\\mathrm{d}s^{\\prime}\\frac{dr/ds^{\\prime}}{r^2(s^{\\prime})}\\right]\n", "$$\n", "\n", "where $\\lambda_P=2k_BT/m_ig_{\\odot}$ is the pressure scale height and $n_0$ is the density at $s=0$, i.e. at the footpoint. This gives us the number density at each point along our loop. Let's write a function to compute the density for a given $L$, $n_0$, and $T$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def isothermal_density(loop, length, n0=1e12*u.cm**(-3), T=1*u.MK,):\n", " s = np.linspace(0*length.unit,length,loop.radius.shape[0]).to(u.cm)\n", " r = loop.radius.to(u.cm)\n", " lambda_p = 2*const.k_B*T/(const.m_p*sun_const.surface_gravity)\n", " integral = (np.gradient(r.value,(s[1]-s[0]).value)\n", " /(r.value**2)*np.gradient(s.value)).cumsum()/u.cm\n", " exp_term = (const.R_sun**2)/lambda_p*integral\n", " return n0*np.exp(-exp_term)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then evaluate the the density along the loop that we created above, using a footpoint density of $n_0=10^{11}$ cm$^{-3}$ and temperature $T=10^6$ K." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "density = isothermal_density(loop,500*u.Mm,T=1*u.MK,n0=1e11/(u.cm**3))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A commonly studied quantity in coronal loop physics is the emission measure distribution,\n", "\n", "$$\n", "\\mathrm{EM} = \\int_{LOS}\\mathrm{d}h\\,n^2\n", "$$\n", "\n", "Notice that this quantity is computed by integrating along the line of sight from the observer to the feature on the Sun. That means we need both the density (which we computed above) as well as the location of the loop with respect to some observer. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Projecting and Binning " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have the loop coordinates and the density along the loop, we need to project the loop on the plane of the sky and integrate along the line of sight.\n", "\n", "First, let's choose an observing location. We can specify our observer using the same kind of `SkyCoord` object that we used to express our loop coordinates! We'll place our observer at $(1\\,\\mathrm{AU},0^{\\circ},0^{\\circ})$, i.e. pointing right at the center of the Sun at a distance of 1 AU." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "observer = SkyCoord(lon=0*u.deg,\n", " lat=0*u.deg,\n", " radius=const.au,\n", " frame='heliographic_stonyhurst')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we convert the loop to a Helioprojective coordinate system as defined by our observer." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "coords = loop.transform_to(Helioprojective(observer=observer))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To compute the line-of-sight emission measure, we'll use a two-dimensional histogram and bin the $(\\theta_x,\\theta_y)$ coordinates, using $n^2\\Delta h$ as the weights. First, we need to set up the bins for our histogram." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "res_x,res_y = 5*u.arcsec/u.pixel,5*u.arcsec/u.pixel\n", "pad_x,pad_y = res_x*5*u.pixel,res_y*5*u.pixel\n", "min_x,max_x = coords.Tx.min()-pad_x,coords.Tx.max()+pad_x\n", "min_y,max_y = coords.Ty.min()-pad_y,coords.Ty.max()+pad_y\n", "min_z,max_z = coords.distance.min(),coords.distance.max()\n", "bins_x = np.ceil((max_x - min_x) / res_x)\n", "bins_y = np.ceil((max_y - min_y) / res_y)\n", "bins_z = max(bins_x, bins_y)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can compute the weights." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "dz = (max_z - min_z).cgs / bins_z * (1. * u.pixel)\n", "em = density**2 * dz.value\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll exploit our helioprojective coordinate system to figure out what coordinates are blocked by the solar disk. First we need to figure out the angular size of the solar disk as seen by our observer." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "rsun_obs = ((const.R_sun / (observer.radius - const.R_sun))\n", " .decompose()* u.radian).to(u.arcsec)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our loop will only be visible if it is in front of the disk or off the limb. Otherwise, we set it to zero visibility." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "off_disk = np.sqrt(coords.Tx**2 + coords.Ty**2) > rsun_obs\n", "in_front_of_disk = coords.distance - observer.radius < 0.\n", "mask = np.any(np.stack([off_disk, in_front_of_disk], axis=1), axis=1)\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "weights = em * mask\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use the [histogram2d function in Numpy](https://docs.scipy.org/doc/numpy/reference/generated/numpy.histogram2d.html) to bin our loop coordinates, weighted by the visible emission measure distribution, using the appropriate number of bins and ranges." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "hist, _, _ = np.histogram2d(\n", " coords.Tx.value, coords.Ty.value,\n", " bins=(bins_x.value, bins_y.value),\n", " range=((min_x.value,max_x.value), (min_y.value,max_y.value)),\n", " weights=weights)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also apply a Gaussian filter, with widths of 1 pixel in both directions, to simulate the point spread function of an instrument." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "em_hist = gaussian_filter(hist.T, (1.0, 1.0))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to make this into a `sunpy.map.Map` object, we also need to construct a header based on the observer location and the field of view of our observed loop." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "header = MetaDict({\n", " 'crval1': (min_x + (max_x - min_x)/2).value,\n", " 'crval2': (min_y + (max_y - min_y)/2).value,\n", " 'cunit1': coords.Tx.unit.to_string(),\n", " 'cunit2': coords.Ty.unit.to_string(),\n", " 'hglt_obs': observer.lat.to(u.deg).value,\n", " 'hgln_obs': observer.lon.to(u.deg).value,\n", " 'ctype1': 'HPLN-TAN',\n", " 'ctype2': 'HPLT-TAN',\n", " 'dsun_obs': observer.radius.to(u.m).value,\n", " 'rsun_obs': ((const.R_sun / (observer.radius - const.R_sun))\n", " .decompose() * u.radian).to(u.arcsec).value,\n", " 'cdelt1': res_x.value,\n", " 'cdelt2': res_y.value,\n", " 'crpix1': (bins_x.value + 1.0)/2.0,\n", " 'crpix2': (bins_y.value + 1.0)/2.0,\n", "})\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "em_map = GenericMap(em_hist,header)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's plot our loop emission measure!" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,10))\n", "ax = fig.gca(projection=em_map)\n", "im = em_map.plot(cmap='magma',title=False,\n", " norm=matplotlib.colors.SymLogNorm(1,vmin=1e27,vmax=5e29),\n", " )\n", "ax.plot_coord(SkyCoord(-300*u.arcsec,300*u.arcsec,frame=em_map.coordinate_frame),alpha=0)\n", "ax.plot_coord(SkyCoord(300*u.arcsec,900*u.arcsec,frame=em_map.coordinate_frame),alpha=0)\n", "em_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", "ax.grid(alpha=0)\n", "ax.set_facecolor('k')\n", "fig.colorbar(im,ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extending to Many Loops\n", "One loop is not very exciting. Instead, let's model an arcade of loops, choose their lengths from a power-law distribution, and place them over a range of latitudes.\n", "\n", "Let's write a function that generates the coordinates and densities for a lot of loops." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def loop_arcade(n_loops, length_min=10*u.Mm, length_max=100*u.Mm, theta_min=-10*u.deg,theta_max=10*u.deg):\n", " # Generate loops\n", " x = np.random.rand(n_loops)\n", " alpha = -1.5\n", " lengths = ((length_max**(alpha + 1.) - length_min**(alpha + 1.))*x\n", " + length_min**(alpha + 1.))**(1./(alpha + 1.))\n", " thetas = np.linspace(theta_min, theta_max, n_loops)\n", " loops = [semi_circular_loop(l,theta0=th,) for l,th in zip(lengths,thetas)]\n", " # Get densities\n", " ## Choose heating rate, get T from RTV scaling laws\n", " E = 1e-4*u.erg/(u.cm**3)/u.s\n", " T = (1.83e3)*(E.value/5.09e4*(lengths.to(u.cm).value**2))**(2/7) * u.K\n", " density = np.hstack([isothermal_density(loop, length, T=t.to(u.MK),n0=1e11/(u.cm**3))\n", " for loop,length,t in zip(loops,lengths,T)])\n", " density = u.Quantity(density.value,'cm^-3')\n", " # Stack coordinates\n", " lon = u.Quantity(np.hstack([l.lon.value for l in loops]),loops[0].lon.unit)\n", " lat = u.Quantity(np.hstack([l.lat.value for l in loops]),loops[0].lat.unit)\n", " radius = u.Quantity(np.hstack([l.radius.value for l in loops]),loops[0].radius.unit)\n", " coords = SkyCoord(lon=lon,lat=lat,radius=radius,frame=loops[0].frame)\n", "\n", " return coords,density\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "coords,densities = loop_arcade(1000,length_min=50*u.Mm,length_max=500*u.Mm,\n", " theta_min=-10*u.deg,theta_max=10*u.deg,)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we've got the coordinates and densities for our arcade of loops, we need to bin them and convert them to a map. Let's write another function that just encapsulates all of the steps that we walked through in the previous section." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def arcade_to_map(coords,densities,observer):\n", " coords = coords.transform_to(Helioprojective(observer=observer))\n", " # Setup Bins\n", " res_x,res_y = 5*u.arcsec/u.pixel,5*u.arcsec/u.pixel\n", " pad_x,pad_y = res_x*5*u.pixel,res_y*5*u.pixel\n", " min_x,max_x = coords.Tx.min()-pad_x,coords.Tx.max()+pad_x\n", " min_y,max_y = coords.Ty.min()-pad_y,coords.Ty.max()+pad_y\n", " min_z,max_z = coords.distance.min(),coords.distance.max()\n", " bins_x = np.ceil((max_x - min_x) / res_x)\n", " bins_y = np.ceil((max_y - min_y) / res_y)\n", " bins_z = max(bins_x, bins_y)\n", " # Compute Weights\n", " dz = (max_z - min_z).cgs / bins_z * (1. * u.pixel)\n", " em = densities**2 * dz.value\n", " rsun_obs = ((const.R_sun / (observer.radius - const.R_sun))\n", " .decompose()* u.radian).to(u.arcsec)\n", " off_disk = np.sqrt(coords.Tx**2 + coords.Ty**2) > rsun_obs\n", " in_front_of_disk = coords.distance - observer.radius < 0.\n", " mask = np.any(np.stack([off_disk, in_front_of_disk], axis=1), axis=1)\n", " weights = em * mask\n", " # Bin values\n", " hist, _, _ = np.histogram2d(\n", " coords.Tx.value, coords.Ty.value,\n", " bins=(bins_x.value, bins_y.value),\n", " range=((min_x.value,max_x.value), (min_y.value,max_y.value)),\n", " weights=weights)\n", " hist = gaussian_filter(hist.T, (1.0, 1.0))\n", " # Make header\n", " header = MetaDict({\n", " 'crval1': (min_x + (max_x - min_x)/2).value,\n", " 'crval2': (min_y + (max_y - min_y)/2).value,\n", " 'cunit1': coords.Tx.unit.to_string(),\n", " 'cunit2': coords.Ty.unit.to_string(),\n", " 'hglt_obs': observer.lat.to(u.deg).value,\n", " 'hgln_obs': observer.lon.to(u.deg).value,\n", " 'ctype1': 'HPLN-TAN',\n", " 'ctype2': 'HPLT-TAN',\n", " 'dsun_obs': observer.radius.to(u.m).value,\n", " 'rsun_obs': ((const.R_sun / (observer.radius - const.R_sun))\n", " .decompose() * u.radian).to(u.arcsec).value,\n", " 'cdelt1': res_x.value,\n", " 'cdelt2': res_y.value,\n", " 'crpix1': (bins_x.value + 1.0)/2.0,\n", " 'crpix2': (bins_y.value + 1.0)/2.0,\n", " })\n", " plot_settings = {'cmap': 'magma','title':False,\n", " 'norm': matplotlib.colors.SymLogNorm(1,vmin=5e29,vmax=2e32)}\n", " return GenericMap(hist,header,plot_settings=plot_settings)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start by observing our arcade with the same observer that we defined in the previous section." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "arcade_map = arcade_to_map(coords,densities,observer)\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,10))\n", "ax = fig.gca(projection=arcade_map)\n", "im = arcade_map.plot()\n", "ax.plot_coord(SkyCoord(-900*u.arcsec,-900*u.arcsec,frame=arcade_map.coordinate_frame),alpha=0)\n", "ax.plot_coord(SkyCoord(900*u.arcsec,900*u.arcsec,frame=arcade_map.coordinate_frame),alpha=0)\n", "em_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", "ax.grid(alpha=0)\n", "ax.set_facecolor('k')\n", "fig.colorbar(im,ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking straight at disk center is still a bit boring. Let's choose a more interesting viewing angle by moving our observer to $(\\Phi,\\Theta)=(-25^{\\circ},-25^{\\circ})$" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "observer = SkyCoord(lon=-25*u.deg,\n", " lat=-25*u.deg,\n", " radius=const.au,\n", " frame='heliographic_stonyhurst')\n", "arcade_map = arcade_to_map(coords,densities,observer)\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15,10))\n", "ax = fig.gca(projection=arcade_map)\n", "im = arcade_map.plot()\n", "arcade_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", "ax.plot_coord(SkyCoord(-900*u.arcsec,-900*u.arcsec,\n", " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", "ax.plot_coord(SkyCoord(900*u.arcsec,900*u.arcsec,\n", " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", "ax.grid(alpha=0)\n", "ax.set_facecolor('k')\n", "fig.colorbar(im,ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we did not change our loop coordinates or the values of the densities. We only changed the location of the observer that defined our two-dimensional projected coordinate system. \n", "\n", "The power of this approach is that our loop coordinates are independent of any one coordinate frame and **we can define varying two-dimensional projections simply by varying the location of our observer**. We don't even need to think about transformation matrices, rotation matrices, etc. SunPy and Astropy provide all of this machinery for us!\n", "\n", "Let's move our observer to the south pole such that we are looking through the arcade of loops." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "observer = SkyCoord(lon=0*u.deg,\n", " lat=-90*u.deg,\n", " radius=const.au,\n", " frame='heliographic_stonyhurst')\n", "arcade_map = arcade_to_map(coords,densities,observer)\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(18,10))\n", "ax = fig.gca(projection=arcade_map)\n", "im = arcade_map.plot()\n", "arcade_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", "ax.plot_coord(SkyCoord(-450*u.arcsec,600*u.arcsec,\n", " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", "ax.plot_coord(SkyCoord(450*u.arcsec,1200*u.arcsec,\n", " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", "ax.grid(alpha=0)\n", "ax.set_facecolor('k')\n", "fig.colorbar(im,ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can even observe the loops off limb just by setting $\\Phi\\ge90^{\\circ}$." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "observer = SkyCoord(lon=-90*u.deg,\n", " lat=0*u.deg,\n", " radius=const.au,\n", " frame='heliographic_stonyhurst')\n", "arcade_map = arcade_to_map(coords,densities,observer)\n" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(18,10))\n", "ax = fig.gca(projection=arcade_map)\n", "im = arcade_map.plot()\n", "arcade_map.draw_grid(grid_spacing=10*u.deg,color='w',axes=ax)\n", "ax.plot_coord(SkyCoord(700*u.arcsec,-300*u.arcsec,\n", " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", "ax.plot_coord(SkyCoord(1300*u.arcsec,300*u.arcsec,\n", " frame=arcade_map.coordinate_frame),color='w',alpha=0)\n", "ax.grid(alpha=0)\n", "ax.set_facecolor('k')\n", "fig.colorbar(im,ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that because of our viewing angle, the far footpoints are masked by the disk and thus are not visible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "The `sunpy.coordinates` module can be a powerful tool for observers and modelers alike. Understanding how observed features on the Sun vary depending on the location of the observer is especially critical in the optically thin corona where many structures may be emitting along any given line of sight. Often it is difficult to disentangle distinct features in an observation and models become important in interpreting the underlying physics. Overall, the `coordinates` module in Astropy, combined with the solar-specific coordinate frames in `sunpy.coordinates`, provide an intuitive and powerful way to express locations on the Sun in a frame-independent manner." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "python", "version": "3.10.9" }, "vscode": { "interpreter": { "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a" } } }, "nbformat": 4, "nbformat_minor": 2 }