{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Made by Yoonsoo P. Bach\n", "\n", "# Radiance Factor (RADF or $ I/F $) Calculation\n", "The radiance factor is derivable from the shape model (i.e., the absolute value of the projected cross-sectional area as a function of time). The original code was written in ``IDL`` using ``POLYSHADE``, developed by one of our co-authors (Sunho Jin). Here, I will just utilize the projected area produced by that code, and show you how we found the 1-sigma models and draw the RADF figure.\n", "\n", "We did a cross-check of the ranges of projected area values fron this ``IDL`` code with ``ParaView`` values (see ``04_cross_section`` notebook). \n", "\n", "## Testing Environment" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This notebook was generated at 2019-04-08 11:39:27 (KST = GMT+0900) \n", "0 Python 3.6.8 64bit [GCC 4.2.1 Compatible Clang 4.0.1 (tags/RELEASE_401/final)]\n", "1 IPython 6.5.0\n", "2 OS Darwin 18.2.0 x86_64 i386 64bit\n", "3 scipy 1.2.1\n", "4 numpy 1.16.2\n", "5 matplotlib 3.0.3\n", "6 pandas 0.24.2\n", "7 numba 0.42.0\n", "8 version_information 1.0.3\n" ] } ], "source": [ "%load_ext version_information\n", "import time\n", "now = time.strftime(\"%Y-%m-%d %H:%M:%S (%Z = GMT%z)\")\n", "print(f\"This notebook was generated at {now} \")\n", "\n", "vv = %version_information scipy, numpy, matplotlib, pandas, numba, version_information\n", "for i, pkg in enumerate(vv.packages):\n", " print(f\"{i} {pkg[0]:10s} {pkg[1]:s}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1-sigma Model Selection\n", "As described in the appendix of the original publication, we multiplied a linear factor to the total projected area, and matched it with the observed magnitude (converted magnitude to a linear scale, since the error in magnitude is not Gaussian and thus the chi-square minimization process should not be used).\n", "\n", "First, import and definitions:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import numpy as np\n", "import pandas as pd\n", "from scipy.interpolate import UnivariateSpline as usp\n", "from scipy.optimize import curve_fit\n", "from matplotlib import pyplot as plt\n", "from matplotlib import rcParams\n", "from astropy.time import Time\n", "from astropy import units as u\n", "\n", "plt.style.use('default')\n", "rcParams.update({'font.size':13})\n", "V_SUN = -26.76\n", "D2R = np.pi / 180\n", "DATAPATH = Path(\"data\")\n", "\n", "def arr(x): return np.array(x)\n", "\n", "\n", "def linscale(x, a):\n", " return a * x\n", "\n", "\n", "def iauHG(alpha, Gpar, degree=True):\n", " \"\"\" IAU H-G system. See ``iauHa2H0``.\n", " \"\"\"\n", " if degree:\n", " alpha = np.deg2rad(alpha)\n", "\n", " def exp(x):\n", " return np.exp(x)\n", "\n", " tanp2 = np.tan(alpha / 2) # tangent per 2 value\n", " term1 = Gpar * exp(-1.87 * tanp2**1.22)\n", " term2 = (1 - Gpar) * exp(-3.33 * tanp2**0.63)\n", "\n", " return term1 + term2\n", "\n", "\n", "def iauHa2H0(Halpha, alpha, Gpar, degree=True):\n", " ''' Converts H(alpha) = V(1, 1, alpha) to H(0) using IAU HG model.\n", " Parameters\n", " ----------\n", " Halpha: float\n", " The reduced magnitude in mag unit.\n", " alpha: float\n", " The phase angle.\n", " Gpar: float\n", " The slope parameter. Usually 0.1 to 0.3.\n", " degree: bool\n", " Whether ``alpha`` is in degrees.\n", " '''\n", " H = Halpha + 2.5 * np.log10(iauHG(alpha=alpha, Gpar=Gpar, degree=degree))\n", " return H\n", "\n", "\n", "def Ha2RADF(Halpha, area):\n", " ''' Converts H(alpha) = V(1, 1, alpha) to I/F (radiacne factor RADF)\n", " Parameters\n", " Halpha: float\n", " The reduced magnitude in mag unit.\n", " area: float or Quantity\n", " The cross sectional area at the observed epoch in square meter or given\n", " as a `Quantity`.\n", " '''\n", " if isinstance(area, u.Quantity):\n", " area = area.to(u.m^2)\n", " \n", " m_c = 5 * np.log10(1.4960e11)\n", " term1 = Halpha - V_SUN - m_c - 2.5 * np.log10(np.pi / area)\n", " RADF = 10**(-term1 / 2.5)\n", " return RADF\n", "\n", "\n", "def powf(x, a, b):\n", " return a * 10**(-b * x)\n", "\n", "\n", "def get_minmax(a, axis):\n", " maximum = np.nanmax(arr(a), axis=axis)\n", " minimum = np.nanmin(arr(a), axis=axis)\n", " return minimum, maximum\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then run the code to save a 4-column csv file, containing the two offsets, the linear factor, and the reduced chi-square statistic:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "photall = pd.read_csv(DATAPATH / \"phot_targ_4latex_new.csv\")\n", "photall = photall.sort_values(by=\"datetime_jd\")\n", "\n", "area_new = pd.read_csv(DATAPATH / \"toutatis_new.csv\")\n", "dg_area = area_new.groupby([\"off1\", \"off2\"])\n", "\n", "Gpars = [0.0, 0.1, 0.2, 0.5]\n", "starts = {\"all\":0, \"no1\":1}\n", "\n", "for usedata, i_init in starts.items():\n", " phot = photall.copy()[i_init:]\n", " jd_obs = phot[\"datetime_jd\"]\n", " dof = len(jd_obs) - 1\n", " dm = phot[\"merr_red\"]\n", "\n", " for Gpar in Gpars:\n", " H0 = arr(iauHa2H0(phot[\"m_red\"], phot[\"alpha\"], Gpar=Gpar, degree=True))\n", " I0 = arr(10**(- H0 / 2.5)) # Convert to linear-scale\n", " dI0 = arr(I0 * dm * np.log(10) / 2.5)\n", " chisqdf_path = DATAPATH / f\"Chisq_Gpar_{1000*Gpar:04.0f}_{usedata}.csv\"\n", "\n", " if not chisqdf_path.exists():\n", " chisqsel = dict(off1=[], off2=[], factor=[], chisqred=[])\n", " for name, group in dg_area:\n", " off1, off2 = name\n", " area_orig = group[\"area\"]\n", " ff = usp(group[\"jd\"], area_orig)\n", " area = ff(jd_obs)\n", " popt, pcov = curve_fit(linscale, xdata=area, ydata=I0, \n", " sigma=dI0, absolute_sigma=True)\n", " chisqred = np.sum( ((I0 - linscale(area, *popt)) / dI0)**2 ) / dof\n", " chisqsel[\"off1\"].append(off1)\n", " chisqsel[\"off2\"].append(off2)\n", " chisqsel[\"factor\"].append(*popt)\n", " chisqsel[\"chisqred\"].append(chisqred)\n", "\n", " chisqdf = pd.DataFrame.from_dict(chisqsel)\n", " chisqdf = chisqdf.sort_values(\"chisqred\")\n", " chisqdf.to_csv(chisqdf_path, index=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reproducing Fig 2\n", "Then the following code will generate the 1-sigma models as well as the photometry results obtained in ``data_reduction``:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Gpars = [0.0, 0.10, 0.2, 0.5]\n", "# sigmas = [1, 2]\n", "Gpars = [0.10]\n", "sigmas = [1]\n", "\n", "for usedata, i_init in starts.items():\n", " phot = photall.copy()[i_init:]\n", " Ha = phot[\"m_red\"]\n", " jd_obs = phot[\"datetime_jd\"]\n", " dm = phot[\"merr_red\"]\n", " Ha = phot[\"m_red\"]\n", "\n", " for Gpar in Gpars:\n", " for sigma in sigmas:\n", " area_new = pd.read_csv(DATAPATH / \"toutatis_new.csv\")\n", " dg_area = area_new.groupby([\"off1\", \"off2\"])\n", "\n", "\n", " t_ref = Time('2018-04-01', format='isot').jd - 1\n", " dof = len(phot) - 1\n", " t_val = arr(jd_obs - t_ref)\n", "\n", " H0 = arr(iauHa2H0(phot[\"m_red\"], phot[\"alpha\"], Gpar=Gpar, degree=True))\n", " I0 = arr(10**(-H0/2.5)) # Convert to linear-scale\n", " dI0 = arr(I0 * dm * np.log(10) / 2.5)\n", " chisqdf_path = DATAPATH / f\"Chisq_Gpar_{1000*Gpar:04.0f}_{usedata:s}.csv\"\n", " chisqdf = pd.read_csv(chisqdf_path)\n", "\n", " # 1-sigma models\n", " minchisq = chisqdf[\"chisqred\"].min()\n", " models_1sigma = chisqdf[chisqdf[\"chisqred\"] < minchisq + sigma**2]\n", "\n", " fig, axs = plt.subplots(2, 1, figsize=(6, 8))\n", "\n", " for i, row in models_1sigma.iterrows():\n", " areas = dg_area.get_group((row[\"off1\"], row[\"off2\"]))\n", " modelmag = -2.5 * np.log10(arr(row[\"factor\"] * areas[\"area\"]))\n", " xx = areas[\"jd\"] - t_ref\n", " xx2 = np.linspace(xx.min(), xx.max(), 100)\n", " ff = usp(xx, modelmag, s=0)\n", " if row[\"chisqred\"] == minchisq:\n", " axs[0].plot(xx2, ff(xx2), 'r-', zorder=999, label=\"Best-fit model\")\n", " axs[1].errorbar(jd_obs - t_ref, H0 - ff(jd_obs - t_ref), yerr=dm,\n", " marker='x', ls='', elinewidth=0.5, capsize=3, color='r')\n", " else:\n", " axs[0].plot(xx2, ff(xx2), 'k:', lw=1, alpha=0.1)\n", "\n", " # Just for legend\n", " axs[0].plot([None], [None], 'k:', lw=1, alpha=1, \n", " label=r\"Models within {:d}-$\\sigma$ CI\".format(sigma))\n", "\n", " # Obseved data (reduced mag)\n", " axs[0].plot(t_val, Ha, 'b+', label=r\"$H_\\mathrm{V}(\\alpha)$\")\n", "\n", " # Calculated H-mag\n", " axs[0].errorbar(t_val, H0, dm, marker='x', ls='', elinewidth=0.5, \n", " capsize=3, zorder=999, color='r',\n", " label=r\"$H_\\mathrm{V}(0)$\")\n", "\n", " # Put the texts indicating phase angles\n", " for i, a in enumerate(phot[\"alpha\"]):\n", " if i == 0:\n", " axs[0].text(t_val[i]-0.1, 14.65, #H0[i] - dm[i] - 0.3, \n", " r'$\\alpha = {:.2f}^{{\\circ}}$'.format(a), rotation=90)\n", " else:\n", " axs[0].text(t_val[i]-0.1, 14.65, #H0[i] - dm[i] - 0.3, \n", " r'${:.2f}^{{\\circ}}$'.format(a), rotation=90)\n", "\n", " axs[0].set_ylim(16.5, 14.5)\n", " axs[1].set_ylim(-0.5, 0.5)\n", " axs[1].axhline(0, color='r', ls='-')\n", " axs[0].set_title(f\"G = {Gpar}\")\n", " axs[0].legend(loc=8)\n", " axs[0].set_ylabel(\"[mag]\")\n", " axs[1].set_ylabel(\"difference [mag]\")\n", " for ax in [axs[0], axs[1]]:\n", " ax.set_xlabel(\"Date of April, 2018\")\n", " plt.tight_layout()\n", "# plt.savefig(f\"fig_Halpha_Gpar_{1000*Gpar:04.0f}_{sigma:d}_sigma_{usedata:s}.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reproducing Fig 3\n", "And the following code will generate the RADF plot as in the original publication.\n", "\n", " * If you want a pure python version rather than ``numba``, see below.\n", " \n", "First, define ``numba`` functions:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import numba as nb\n", "\n", "@nb.njit(parallel=True, fastmath=True)\n", "def brute_force_powf(x, y, yerr, arr_a, arr_pow, arr_chisq):\n", " for i in nb.prange(arr_a.shape[0]):\n", " for j in nb.prange(arr_pow.shape[0]):\n", " a = arr_a[i]\n", " b = arr_pow[j]\n", " arr_chisq[i, j] = np.sum(( (y - a * 10**(-b * x)) / yerr )**2)\n", "\n", "\n", "@nb.njit(parallel=True)\n", "def analysis_powf(x, y, yerr, arr_amp, arr_pow, arr_chisqred, arr_vals, \n", " arr_slopes, arr_sOEs, amax_sOE, amin_sOE):\n", " da_sOE = amax_sOE - amin_sOE\n", " dof = y.shape[0] - 2\n", " xx = np.arange(0, 5.1, 0.1)\n", "\n", " for i in nb.prange(arr_vals.shape[0]):\n", " for j in nb.prange(arr_vals.shape[1]):\n", " a = arr_amp[i]\n", " b = arr_pow[j]\n", " chisqred = np.sum(( (y - a * 10**(-b * x)) / yerr )**2) / dof\n", " for k in nb.prange(arr_vals.shape[2]):\n", " arr_vals[i, j, k] = a * 10**(-b * xx[k])\n", " \n", " arr_chisqred[i, j] = chisqred\n", " \n", " # Save slope and sOE\n", " slope = 10**(-b * (0.3 - 5.0))\n", " sOE = (a / da_sOE * (10**(-b * amin_sOE) - 10**(-b * amax_sOE)))\n", " arr_slopes[i, j] = slope\n", " arr_sOEs[i, j] = sOE" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "photall = pd.read_csv(DATAPATH / \"phot_targ_4latex_new.csv\")\n", "photall = photall.sort_values(by=\"datetime_jd\")\n", "\n", "Gpars = [0.1]\n", "starts = {\"all\":0, \"no1\":1}\n", "sigmas = [1]\n", "\n", "amax_sOE = 2.5\n", "amin_sOE = 0.7\n", "da_sOE = amax_sOE - amin_sOE\n", "aa = np.arange(0, 5.1, 0.1)\n", "\n", "\n", "title_str = (r\"Power-law ($ I/F = p_\\mathrm{{V}} \\cdot 10^{{-b \\alpha}}$) fit\"\n", " + \"\\n\"\n", " + r\"$p_\\mathrm{{V}} = {:.3f}_{{-{:.3f}}}^{{+{:.3f}}}$ ; \"\n", " + r\"$ f_1 $ \" \n", " + r\"$ = {:.3f}_{{-{:.3f}}}^{{+{:.3f}}}$ ; \"\n", " + r\"$ f_2 $ \"\n", " + r\"$ = {:.3f}_{{-{:.3f}}}^{{+{:.3f}}}$\")\n", "\n", "for usedata, i_init in starts.items():\n", " phot = photall.copy()[i_init:]\n", " alpha = arr(phot[\"alpha\"])\n", " Ha = arr(phot[\"m_red\"])\n", " jd_obs = arr(phot[\"datetime_jd\"])\n", " dm = arr(phot[\"merr_red\"])\n", " Ha = arr(phot[\"m_red\"])\n", " dof = len(alpha) - 2\n", "\n", " for Gpar in Gpars:\n", " # The best-fit shape model\n", " area_new = pd.read_csv(DATAPATH / \"toutatis_new.csv\")\n", " dg_area = area_new.groupby([\"off1\", \"off2\"])\n", " chisqdf = pd.read_csv(DATAPATH / f\"Chisq_Gpar_{Gpar:04.0f}_{usedata:s}.csv\")\n", "\n", " bestshapemodel = dg_area.get_group((chisqdf[\"off1\"][0], chisqdf[\"off2\"][1]))\n", " ff_area = usp(bestshapemodel[\"jd\"], bestshapemodel[\"area\"])\n", " bestarea = ff_area(jd_obs)\n", " \n", " RADF = Ha2RADF(Ha, bestarea)\n", " RADF_err = RADF * np.log(10) / 2.5 * dm\n", " popt, pcov = curve_fit(powf, alpha, RADF, sigma=RADF_err, absolute_sigma=True)\n", " bestpV = popt[0]\n", " bestslope = powf(0.3, *popt) / powf(5, *popt)\n", " bestA5 = powf(5, *popt)\n", " bestsOE = (powf(amin_sOE, *popt) - powf(amax_sOE, *popt)) / da_sOE\n", "\n", " dpV, dpow = np.diag(np.sqrt(pcov))\n", " chisqredmin = np.sum(((RADF - powf(alpha, *popt)) / RADF_err)**2) / dof\n", " pVs = np.arange(bestpV - 5 * dpV, bestpV + 5 * dpV, 0.0001)\n", " pows = np.arange(popt[1] - 5 * dpow, popt[1] + 5 * dpow, 0.0001)\n", " \n", " chisqred = np.empty(shape=(len(pVs), len(pows)))\n", " vals_ksig = np.empty(shape=(len(pVs), len(pows), len(aa))) # 3-d arr\n", " slopes = np.empty_like(chisqred)\n", " sOEs = np.empty_like(chisqred)\n", "\n", " analysis_powf(x=alpha, y=RADF, yerr=RADF_err, arr_amp=pVs, arr_pow=pows,\n", " arr_chisqred=chisqred, arr_vals=vals_ksig, arr_slopes=slopes,\n", " arr_sOEs=sOEs, amax_sOE=amax_sOE, amin_sOE=amin_sOE)\n", "\n", " for ksig in sigmas:\n", " mask1sig = chisqred < (chisqredmin + ksig**2)\n", "\n", " # Find the min/max of RADF at each alpha for 1-sigma models\n", " RADF_ksig_min = []\n", " RADF_ksig_max = []\n", " for i in range(len(aa)):\n", " RADF_ksig_max.append(np.nanmax(vals_ksig[:,:,i][mask1sig]))\n", " RADF_ksig_min.append(np.nanmin(vals_ksig[:,:,i][mask1sig]))\n", " #mask1sig = np.tile(chisqred < (chisqredmin + 1), len(aa))\n", " #mask1sig = np.reshape(mask1sig, (len(pVs), len(pows), len(aa)))\n", " #vals_ksig[~mask1sig] = np.nan\n", " #RADF_min = np.nanmin(vals_ksig, axis=(0,1))\n", " #RADF_max = np.nanmax(vals_ksig, axis=(0,1))\n", "\n", "\n", "\n", " sl_ksig_min, sl_ksig_max = get_minmax(slopes[mask1sig], axis=None)\n", " OE_ksig_min, OE_ksig_max = get_minmax(sOEs[mask1sig], axis=None)\n", " dpV_neg = bestpV - RADF_ksig_min[0]\n", " dpV_pos = RADF_ksig_max[0] - bestpV\n", " dA5_neg = bestA5 - RADF_ksig_min[-1]\n", " dA5_pos = RADF_ksig_max[-1] - bestA5\n", " dsl_neg = bestslope - sl_ksig_min\n", " dsl_pos = sl_ksig_max - bestslope\n", " dOE_neg = bestsOE - OE_ksig_min\n", " dOE_pos = OE_ksig_max - bestsOE\n", "\n", " fig, axs = plt.subplots(2, 1, figsize=(7, 9))\n", " axf, axc = axs[0], axs[1] # axis for \"f\"it and \"c\"hi-square\n", "\n", " axf.set_title(title_str.format(bestpV, dpV_neg, dpV_pos, \n", " bestslope, dsl_neg, dsl_pos,\n", " bestsOE, dOE_neg, dOE_pos))\n", " axf.errorbar(alpha, RADF, RADF_err, marker='x', ls='', elinewidth=0.5, \n", " capsize=3, label=\"$ I/F $\")\n", " axf.fill_between(aa, RADF_ksig_min, RADF_ksig_max, color='k', alpha=0.2,\n", " label=r\"{:d}-$\\sigma$ CI of model\".format(ksig))\n", " axf.plot(aa, powf(aa, *popt), color='r', label=\"Best-fit model\")\n", " axf.legend()\n", " axf.errorbar(5, bestA5, marker='o', color='k', capsize=3, elinewidth=1, \n", " yerr=[[dA5_neg], [dA5_pos]])\n", " axf.text(4.4, bestA5 - 0.01, f\"{bestA5:.3f}\")\n", " axf.text(4.4, bestA5 + dA5_pos - 0.01, f\"{RADF_ksig_max[-1]:.3f}\")\n", " axf.text(4.4, bestA5 - dA5_neg, f\"{RADF_ksig_min[-1]:.3f}\")\n", " axf.set_xlim(0, 5.05)\n", " axf.set_ylim(0.06, 0.22)\n", " axf.set_xlabel(r\"Phase angle, $\\alpha$ $[{^{\\circ}}]$\")\n", " axf.set_ylabel(r\"Radiance factor, $I/F$\")\n", " axf.grid(ls=':', which='both')\n", "\n", " # xy order is differnt from numpy axis order!\n", " axc.set_title(r\"$\\chi^2_\\mathrm{red} $ map of the fitting (color in log scale)\")\n", " axc.set_xlabel(\"Power $b$\")\n", " axc.set_ylabel(\"Albedo $p_\\mathrm{{V}}$\")\n", " c = axc.contourf(pows, pVs, np.log10(chisqred), levels=30)\n", " cs = axc.contour(pows, pVs, chisqred, levels=[chisqredmin+1], colors='r')\n", " c2 = axc.contour(pows, pVs, chisqred, levels=[5, 10, 20, 50, 100], colors='k')\n", " axc.axhline(RADF_ksig_min[0], color='k', ls=':')\n", " axc.axhline(RADF_ksig_max[0], color='k', ls=':')\n", " #axc.axhline(bestpV, color='r', ls=':')\n", " axc.clabel(cs, fmt=r\"1-$\\sigma$\", inline=1, fontsize=15, colors='r')\n", " axc.clabel(c2, fmt=\"$%.0f $\", inline=1, fontsize=12, colors='k')\n", " axc.errorbar(pows[len(pows)//2], pVs[len(pVs)//2], \n", " yerr=[[dpV_neg], [dpV_pos]],\n", " marker='x', ls='', capsize=0, elinewidth=2, color='r', ms=8,\n", " label=r\"$ \\chi^2_\\mathrm{{red, min}} = {:.3f} $\".format(chisqredmin))\n", " axc.plot(np.nan, np.nan, 'r-', \n", " label=r\"1-$\\sigma$ contour ($\\chi^2_\\mathrm{{red}} = {:.3f}$)\".format(chisqredmin+1))\n", " axc.legend(loc=4, fontsize=12)\n", " #plt.colorbar(c, label=r\"$\\log_{10} (\\chi^2_\\mathrm{red}) $\")\n", "\n", "\n", " plt.tight_layout()\n", " plt.savefig(Path(\"figs\") / f\"fig_RADF_new_{usedata:s}_{ksig:d}_sigma.pdf\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A better approach might be using MC technique, but I believed the primitive brute-force grid search will suffice our goal accuracy for this work.\n", "\n", "* Note: I used the chi-square minimization process and used the diagonal components of the covariance matrix to crudely estimate the error-bars of each parameter, ignoring the covariance. Then the \"best-fit\" parameter $ \\pm 5 \\sigma $ is used as the search region and 0.0001 in both parameters are used as the grid spacing. This spacing is much smaller than the crude error-bar, so I believed it is small enough to go forward without adjusting the grid size over time. \n", " * To check this, (1) I drew the chi-square map, and it is evident that the grid size is small enough and the search space is large enough. Due to the simplicity of the model, it is easy to conjecture that this is not a false minima.\n", " * (2) Just in case, if you change the $ \\pm 5 \\sigma $ to, e.g., $ \\pm 10 \\sigma $ or reduce the grid spacing, the estimation of the parameter does not change. The error-bar of $f_1$ change by $ \\sim 0.001\\mathrm{-}0.005 $ (absolute value) level, but this is less than 1% of the original error-bar, so we may just neglect this effect." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following code will generate similar result without numba, but much slower. Due to the speed issue, I increased the grid size by factor of 5 and reduced the searching space from 5-sigma to 3-sigma.\n", "\n", "```python\n", "def powf(x, a, b):\n", " return a * 10**(-b * x)\n", "\n", "def get_minmax(a, axis):\n", " maximum = np.max(arr(a), axis=axis)\n", " minimum = np.min(arr(a), axis=axis)\n", " return minimum, maximum\n", "\n", "\n", "amax_sOE = 2.5\n", "amin_sOE = 0.7\n", "da_sOE = amax_sOE - amin_sOE\n", "\n", "title_str = (r\"Power-law ($\\mathrm{{RADF}} = p_\\mathrm{{V}} \\cdot 10^{{-b \\alpha}}$) fit\"\n", " + \"\\n\"\n", " + r\"$p_\\mathrm{{V}} = {:.3f}_{{-{:.3f}}}^{{+{:.3f}}}$ ; \"\n", " + r\"$ f_1 $ \" \n", " + r\"$ = {:.3f}_{{-{:.3f}}}^{{+{:.3f}}}$ ; \"\n", " + r\"$ f_2 $ \"\n", " + r\"$ = {:.3f}_{{-{:.3f}}}^{{+{:.3f}}}$\")\n", "\n", "# The best-fit shape model\n", "area_new = pd.read_csv(\"toutatis_new.csv\")\n", "dg_area = area_new.groupby([\"off1\", \"off2\"])\n", "chisqdf = pd.read_csv(Path(f\"Chisq_Gpar_0100.csv\"))\n", "\n", "bestshapemodel = dg_area.get_group((chisqdf[\"off1\"][0], chisqdf[\"off2\"][1]))\n", "ff_area = usp(bestshapemodel[\"jd\"], bestshapemodel[\"area\"])\n", "\n", "ksig = 1\n", "\n", "phot = pd.read_csv(\"phot_targ_4latex_new.csv\")\n", "phot = phot.sort_values(by=\"datetime_jd\")\n", "alpha = phot[\"alpha\"]\n", "Ha = phot[\"m_red\"]\n", "jd_obs = phot[\"datetime_jd\"]\n", "dm = phot[\"merr_red\"]\n", "Ha = phot[\"m_red\"]\n", "dof = len(alpha) - 2\n", "\n", "bestarea = ff_area(jd_obs)\n", "\n", "RADF = Ha2RADF(Ha, bestarea)\n", "RADF_err = RADF * np.log(10) / 2.5 * dm\n", "popt, pcov = curve_fit(powf, alpha, RADF, sigma=RADF_err, absolute_sigma=True)\n", "bestpV = popt[0]\n", "bestslope = powf(0.3, *popt) / powf(5, *popt)\n", "bestA5 = powf(5, *popt)\n", "bestsOE = (powf(amin_sOE, *popt) - powf(amax_sOE, *popt)) / da_sOE\n", "\n", "dpV, dpow = np.diag(np.sqrt(pcov))\n", "\n", "aa = np.arange(0, 5.1, 0.1)\n", "\n", "chisqredmin = np.sum(((RADF - powf(alpha, *popt)) / RADF_err)**2) / dof\n", "pVs = np.arange(bestpV - 3 * dpV, bestpV + 3 * dpV, 0.0005)\n", "pows = np.arange(popt[1] - 3 * dpow, popt[1] + 3 * dpow, 0.0005)\n", "\n", "vals_ksig = []\n", "slopes = []\n", "sOEs = []\n", "for p1 in pVs:\n", " for p2 in pows:\n", " chisqred = np.sum(((RADF - powf(alpha, p1, p2)) / RADF_err)**2) / dof\n", " if chisqred < (chisqredmin + ksig**2):\n", " slope = powf(0.3, p1, p2) / powf(5.0, p1, p2)\n", " sOE = (powf(amin_sOE, p1, p2) - powf(amax_sOE, p1, p2)) / da_sOE\n", " vals_ksig.append(powf(aa, p1, p2))\n", " slopes.append(slope)\n", " sOEs.append(sOE)\n", "\n", "RADF_ksig_min, RADF_ksig_max = get_minmax(vals_ksig, axis=0)\n", "sl_ksig_min, sl_ksig_max = get_minmax(slopes, axis=None)\n", "OE_ksig_min, OE_ksig_max = get_minmax(sOEs, axis=None)\n", "dpV_neg = bestpV - RADF_ksig_min[0]\n", "dpV_pos = RADF_ksig_max[0] - bestpV\n", "dA5_neg = bestA5 - RADF_ksig_min[-1]\n", "dA5_pos = RADF_ksig_max[-1] - bestA5\n", "dsl_neg = bestslope - sl_ksig_min\n", "dsl_pos = sl_ksig_max - bestslope\n", "dOE_neg = bestsOE - OE_ksig_min\n", "dOE_pos = OE_ksig_max - bestsOE\n", "\n", "fig, ax = plt.subplots(figsize=(6, 4.5))\n", "ax.set_title(title_str.format(bestpV, dpV_neg, dpV_pos, \n", " bestslope, dsl_neg, dsl_pos,\n", " bestsOE, dOE_neg, dOE_pos))\n", "ax.errorbar(alpha, RADF, RADF_err, marker='x', ls='', elinewidth=0.5, \n", " capsize=3, label=\"RADF\")\n", "ax.fill_between(aa, RADF_ksig_min, RADF_ksig_max, color='k', alpha=0.2,\n", " label=r\"{:d}-$\\sigma$ CI of model\".format(ksig))\n", "ax.plot(aa, powf(aa, *popt), color='r', label=\"Best-fit model\")\n", "ax.legend()\n", "ax.errorbar(5, bestA5, marker='o', color='k', capsize=3, elinewidth=1, \n", " yerr=[[dA5_neg], [dA5_pos]])\n", "ax.text(4.4, bestA5 - 0.01, f\"{bestA5:.3f}\")\n", "ax.text(4.4, bestA5 + dA5_pos - 0.01, f\"{RADF_ksig_max[-1]:.3f}\")\n", "ax.text(4.4, bestA5 - dA5_neg, f\"{RADF_ksig_min[-1]:.3f}\")\n", "ax.set_xlim(0, 5.05)\n", "ax.set_ylim(0.06, 0.22)\n", "ax.set_xlabel(r\"Phase angle, $\\alpha$ $[{^{\\circ}}]$\")\n", "ax.set_ylabel(r\"Radiance factor, $I/F$\")\n", "ax.grid(ls=':', which='both')\n", "plt.tight_layout()\n", "plt.show()\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }