{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "The EDEX modelsounding plugin creates 64-level vertical profiles from GFS and ETA (NAM) BUFR products distirubted over NOAAport. Paramters which are requestable are **pressure**, **temperature**, **specHum**, **uComp**, **vComp**, **omega**, **cldCvr**." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from awips.dataaccess import DataAccessLayer\n", "import matplotlib.tri as mtri\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", "from math import exp, log\n", "import numpy as np\n", "from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile, dewpoint\n", "from metpy.calc import wind_speed, wind_direction, thermo, vapor_pressure\n", "from metpy.plots import SkewT, Hodograph\n", "from metpy.units import units, concatenate\n", "\n", "DataAccessLayer.changeEDEXHost(\"149.165.156.89\")\n", "request = DataAccessLayer.newDataRequest()\n", "request.setDatatype(\"modelsounding\")\n", "forecastModel = \"GFS\"\n", "request.addIdentifier(\"reportType\", forecastModel)\n", "request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\",\"omega\",\"cldCvr\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Available Locations" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[b'CHE',\n", " b'CRL',\n", " b'EAX',\n", " b'HSI',\n", " b'KDSM',\n", " b'KFOE',\n", " b'KFRM',\n", " b'KFSD',\n", " b'KGRI',\n", " b'KLNK',\n", " b'KMCI',\n", " b'KMCW',\n", " b'KMHE',\n", " b'KMHK',\n", " b'KMKC',\n", " b'KOFK',\n", " b'KOMA',\n", " b'KRSL',\n", " b'KSLN',\n", " b'KSTJ',\n", " b'KSUX',\n", " b'KTOP',\n", " b'KYKN',\n", " b'OAX',\n", " b'P#8',\n", " b'P#9',\n", " b'P#A',\n", " b'P#G',\n", " b'P#I',\n", " b'RDD',\n", " b'WSC']" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "locations = DataAccessLayer.getAvailableLocationNames(request)\n", "locations.sort()\n", "list(locations)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "request.setLocationNames(\"KFRM\")\n", "cycles = DataAccessLayer.getAvailableTimes(request, True)\n", "times = DataAccessLayer.getAvailableTimes(request)\n", "\n", "try:\n", " fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)\n", " list(fcstRun)\n", " response = DataAccessLayer.getGeometryData(request,[fcstRun[0]])\n", "except:\n", " print('No times available')\n", " exit" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Sounding Parameters\n", "\n", "Construct arrays for each parameter to plot (temperature, pressure, moisutre (spec. humidity), wind components, and cloud cover)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parms = [b'temperature', b'pressure', b'vComp', b'uComp', b'cldCvr', b'specHum', b'omega']\n", "site = b'KFRM'\n", "geom = POINT (-94.41999816894531 43.65000152587891)\n", "datetime = 2018-09-06 06:00:00\n", "reftime = Sep 06 18 06:00:00 GMT\n", "fcstHour = 0\n", "period = (Sep 06 18 06:00:00 , Sep 06 18 06:00:00 )\n" ] } ], "source": [ "tmp,prs,sh = np.array([]),np.array([]),np.array([])\n", "uc,vc,om,cld = np.array([]),np.array([]),np.array([]),np.array([])\n", "\n", "for ob in response:\n", " tmp = np.append(tmp,ob.getString(b\"temperature\"))\n", " prs = np.append(prs,ob.getString(b\"pressure\"))\n", " sh = np.append(sh,ob.getString(b\"specHum\"))\n", " uc = np.append(uc,ob.getString(b\"uComp\"))\n", " vc = np.append(vc,ob.getString(b\"vComp\"))\n", " om = np.append(om,ob.getString(b\"omega\"))\n", " cld = np.append(cld,ob.getString(b\"cldCvr\"))\n", "\n", "print(\"parms = \" + str(ob.getParameters()))\n", "print(\"site = \" + str(ob.getLocationName()))\n", "print(\"geom = \" + str(ob.getGeometry()))\n", "print(\"datetime = \" + str(ob.getDataTime()))\n", "print(\"reftime = \" + str(ob.getDataTime().getRefTime()))\n", "print(\"fcstHour = \" + str(ob.getDataTime().getFcstTime()))\n", "print(\"period = \" + str(ob.getDataTime().getValidPeriod()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculating Dewpoint from Specific Humidity\n", "\n", "Because the modelsounding plugin does not return dewpoint values, we must calculate the profile ourselves. Here are three examples of dewpoint calculated from specific humidity, including a manual calculation following NCEP AWIPS/NSHARP. \n", "\n", "**1) MetPy calculated mixing ratio and vapor pressure**" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "t = (tmp-273.15) * units.degC\n", "p = prs/100 * units.mbar\n", "\n", "u,v = uc*1.94384,vc*1.94384 # m/s to knots\n", "spd = wind_speed(u, v) * units.knots\n", "dir = wind_direction(u, v) * units.deg" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/metpy/calc/thermo.py:690: RuntimeWarning: divide by zero encountered in log\n", " val = np.log(e / sat_pressure_0c)\n", "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/pint/quantity.py:1403: RuntimeWarning: divide by zero encountered in log\n", " out = uf(*mobjs)\n", "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/pint/quantity.py:802: RuntimeWarning: invalid value encountered in true_divide\n", " magnitude = magnitude_op(new_self._magnitude, other._magnitude)\n" ] } ], "source": [ "rmix = (sh/(1-sh)) *1000 * units('g/kg')\n", "e = vapor_pressure(p, rmix)\n", "td = dewpoint(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**2) metpy calculated assuming spec. humidity = mixing ratio**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/metpy/calc/thermo.py:690: RuntimeWarning: divide by zero encountered in log\n", " val = np.log(e / sat_pressure_0c)\n", "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/pint/quantity.py:1403: RuntimeWarning: divide by zero encountered in log\n", " out = uf(*mobjs)\n", "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/pint/quantity.py:802: RuntimeWarning: invalid value encountered in true_divide\n", " magnitude = magnitude_op(new_self._magnitude, other._magnitude)\n" ] } ], "source": [ "td2 = dewpoint(vapor_pressure(p, sh))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**3) NCEP AWIPS soundingrequest plugin**\n", "\n", "based on GEMPAK/NSHARP, from https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/ipykernel_launcher.py:8: RuntimeWarning: divide by zero encountered in log\n", " \n", "/Users/mjames/miniconda2/envs/python3-awips/lib/python3.6/site-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in true_divide\n", " \n" ] } ], "source": [ "# new arrays\n", "ntmp = tmp\n", "\n", "# where p=pressure(pa), T=temp(C), T0=reference temp(273.16)\n", "rh = 0.263*prs*sh / (np.exp(17.67*ntmp/(ntmp+273.15-29.65)))\n", "vaps = 6.112 * np.exp((17.67 * ntmp) / (ntmp + 243.5))\n", "vapr = rh * vaps / 100\n", "dwpc = np.array(243.5 * (np.log(6.112) - np.log(vapr)) / (np.log(vapr) - np.log(6.112) - 17.67)) * units.degC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MetPy SkewT and Hodograph" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "plt.rcParams['figure.figsize'] = (12, 14)\n", "\n", "# Create a skewT plot\n", "skew = SkewT()\n", "\n", "# Plot the data\n", "skew.plot(p, t, 'r', linewidth=2)\n", "skew.plot(p, td, 'b', linewidth=2)\n", "skew.plot(p, td2, 'y')\n", "skew.plot(p, dwpc, 'g', linewidth=2)\n", "\n", "skew.plot_barbs(p, u, v)\n", "skew.ax.set_ylim(1000, 100)\n", "skew.ax.set_xlim(-40, 60)\n", "\n", "plt.title( forecastModel + \" \" \\\n", " + ob.getLocationName().decode('UTF-8') \\\n", " + \"(\"+ str(ob.getGeometry()) + \")\" \\\n", " + \", \" + str(ob.getDataTime())\n", ")\n", "\n", "# An example of a slanted line at constant T -- in this case the 0 isotherm\n", "l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n", "\n", "# Draw hodograph\n", "ax_hod = inset_axes(skew.ax, '40%', '40%', loc=2)\n", "h = Hodograph(ax_hod, component_range=wind_speed(u, v).max())\n", "h.add_grid(increment=20)\n", "h.plot_colormapped(u, v, spd)\n", "\n", "# Show the plot\n", "plt.show()" ] } ], "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 1 }