{ "cells": [ { "cell_type": "markdown", "id": "ac3dcd69-e9c9-4fe0-80e3-83d55ac46673", "metadata": {}, "source": [ "# Atmospheric Composition and Structure\n", "\n", "Supplement to Chapter 1 of [_A First Course in Atmospheric Thermodynamics_ by Grant W. Petty, Sundog Publishing, 2008](https://sundogpublishingstore.myshopify.com/products/a-first-course-in-atmospheric-thermodynamics-g-w-petty)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c8d80ad8-6369-4295-a722-3883252c1957", "metadata": {}, "source": [ "## Figure 1.4: CO$_2$ concentration measured at Mauna Loa (updated with recent data)\n", "Also known as the \"Keeling Curve\"\n", "![CO2 timeseries](https://scripps.ucsd.edu/bluemoon/co2_400/mlo_full_record.png)\n", "\n", "Source: https://keelingcurve.ucsd.edu ([CC BY license](https://creativecommons.org/licenses/by/4.0/))\n", "\n" ] }, { "cell_type": "markdown", "id": "53e88bd3-f043-465c-8b4d-e743043bdbae", "metadata": {}, "source": [ "## Figure 1.5: An observed temperature profile\n", "\n", "You can browse upper-air observations archived at the University of Wyoming at this site: \n", "\n", "Below we are going to access the same data in a Python script. As you can see below, we regenerate the temperature plot in Figure 1.5 by querying the data base for the correct station, date, and time.\n", "\n", "We will probably dive deeper into how some of this code works later. For now, the important point is that we can easily access and plot radiosonde observations for arbitrary stations and dates." ] }, { "cell_type": "code", "execution_count": 1, "id": "c0f01043-e7f8-4a8d-b2c3-bc1a5b2a223b", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from datetime import datetime\n", "from metpy.units import units\n", "from metpy.plots import SkewT\n", "from siphon.simplewebservice.wyoming import WyomingUpperAir" ] }, { "cell_type": "code", "execution_count": 2, "id": "e6ce7763-a6c0-4c34-b0e4-499afe98ba86", "metadata": {}, "outputs": [], "source": [ "date = datetime(year=2004, month=9, day=8, hour=12) # year, month, day, hour (12Z)\n", "station = 'DDC' # station code for Dodge City, Kansas\n", "df = WyomingUpperAir.request_data(date, station)" ] }, { "cell_type": "code", "execution_count": 3, "id": "94d553f9-15dd-4d3a-b9a6-5c03c689f6da", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Figure 1.5 is plotted as a \"StĂŒve diagram\" \n", "# meaning the y axis is proportional to p^0.286\n", "pticks = np.array([10,20,30,50,70,100,150,200,250,300,400,500,700,850,925,1000])\n", "k = 0.286\n", "\n", "fig, ax = plt.subplots(figsize=(9, 9))\n", "ax.plot(df['temperature'], df['pressure']**k, 'r', linewidth=2)\n", "ax.invert_yaxis()\n", "ax.set_xlim(-90,40)\n", "ax.set_yticks(pticks**k)\n", "ax.set_yticklabels(pticks)\n", "ax.set_ylabel('Pressure [hPa]', fontsize=14)\n", "ax.set_xlabel('Temperature [ÂșC]', fontsize=14)\n", "ax.grid()\n", "ax.set_title(f'Dodge City, Kansas ({station}) {date}', fontsize=18);" ] }, { "cell_type": "markdown", "id": "b9294750-07d5-4c36-9d71-adc4382f5a8a", "metadata": {}, "source": [ "Compare against Figure 1.5 in the text. It's exactly the same data, and plotted the same way!\n", "\n", "Here we are plotting temperature on the $x$ axis, and pressure decreasing upward on the $y$ axis, with the intervals between pressure levels getting larger as we go up. As you can see in the code above, the $y$ axis is actual $p^{0.286}$. This plotting convention is known as a _StĂŒve diagram_.\n", "\n", "We will use similar code to access radiosonde data many times during this course, but we will make some changes to how we plot the results." ] }, { "cell_type": "markdown", "id": "99f62585-dde7-4a75-b0e3-12b992fbc7ed", "metadata": {}, "source": [ "## Figure 1.7: The US Standard Atmosphere\n", "\n", "We'll talk more about the definition, meaning, and use of the so-called \"Standard Atmosphere\" later in the course.\n", "\n", "The code below is not so pretty, but it does reproduce a version of Figure 1.7." ] }, { "cell_type": "code", "execution_count": 4, "id": "9926407b-650b-4945-ac96-01f567b70501", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Pressure [hPa]')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "layer_boundaries = np.array([0., 11., 20., 32., 47., 51., \n", " 71., 84.852])\n", "lapse_rate = np.array([6.5, 0., -1., -2.8, 0., 2.8, 2])\n", "num_layers = len(lapse_rate)\n", "temperature_boundaries = np.zeros_like(layer_boundaries)\n", "temperature_boundaries[0] = 288.15\n", "pressure_boundaries = np.zeros_like(layer_boundaries)\n", "pressure_boundaries[0] = 1013.25\n", "Rd = 287.05307\n", "g = 9.80665\n", "layer_top = layer_boundaries[1:]\n", "layer_bottom = layer_boundaries[:-1]\n", "\n", "def T_from_lapse(height_above_base, lapse, base_temp=288.15):\n", " return base_temp - lapse*height_above_base\n", "\n", "for n in range(num_layers):\n", " temperature_boundaries[n+1] = T_from_lapse(layer_top[n]-layer_bottom[n], \n", " lapse_rate[n],\n", " base_temp=temperature_boundaries[n])\n", "\n", "temperature_bottom = temperature_boundaries[:-1]\n", "temperature_top = temperature_boundaries[1:]\n", "\n", "for n in range(num_layers):\n", " temp_ratio = temperature_boundaries[n+1]/temperature_boundaries[n]\n", " if lapse_rate[n] != 0:\n", " pressure_boundaries[n+1] = (pressure_boundaries[n]*(temp_ratio)**(g/Rd/lapse_rate[n]*1000.))\n", " else:\n", " pressure_boundaries[n+1] = (pressure_boundaries[n]*\n", " np.exp(g/Rd/temperature_boundaries[n]*\n", " (layer_boundaries[n]-layer_boundaries[n+1])))\n", "\n", "pressure_bottom = pressure_boundaries[:-1]\n", "pressure_top = pressure_boundaries[1:]\n", "\n", "temp_min = -100; temp_max = 35;\n", "\n", "fig, ax = plt.subplots(figsize=(6,7))\n", "ax.plot(temperature_boundaries - 273.15, layer_boundaries, linewidth=2)\n", "ax.set_ylabel('Altitude [km]')\n", "ax.set_xlabel('Temperature [ÂșC]')\n", "ax.set_title('US Standard Atmosphere', fontsize=18)\n", "for n in [0,3,6]:\n", " ax.hlines(layer_top[n], temp_min, temp_max, linewidth=0.5, color='grey', linestyle='--')\n", "ax.set_xbound([temp_min, temp_max])\n", "ax.set_ylim(0,90)\n", "ax2 = ax.twinx()\n", "ax2.set_ylim(0,90)\n", "ax2.set_yticks(layer_boundaries, labels=pressure_boundaries)\n", "ax2.set_ylabel('Pressure [hPa]')" ] }, { "cell_type": "markdown", "id": "6e1ddf2e-e658-48d3-ac53-3a30ec9a0e28", "metadata": {}, "source": [ "## Figure 1.8: Summer versus Winter Temperature Profiles\n", "\n", "Here we recreate Figure 1.8 by accessing the radiosonde data for the same summer and winter dates as used in the book. The data are plotted on the same StĂŒve diagram as in Figure 1.5." ] }, { "cell_type": "code", "execution_count": 5, "id": "9468d8a3-215c-483f-af11-a88372db8d9a", "metadata": {}, "outputs": [], "source": [ "summer = datetime(year=2004, month=7, day=4, hour=0) \n", "winter = datetime(year=2004, month=1, day=27, hour=12)\n", "summer_data = WyomingUpperAir.request_data(summer, station)\n", "winter_data = WyomingUpperAir.request_data(winter, station)" ] }, { "cell_type": "code", "execution_count": 6, "id": "c4ce551f-edfd-409c-a871-2fcbba7a0bc1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 9))\n", "ax.plot(summer_data['temperature'], summer_data['pressure']**k, \n", " 'r', linewidth=2, label=f'{summer}')\n", "ax.plot(winter_data['temperature'], winter_data['pressure']**k, \n", " 'b--', linewidth=2, label=f'{winter}')\n", "ax.invert_yaxis()\n", "ax.set_xlim(-90,40)\n", "ax.set_yticks(pticks**k)\n", "ax.set_yticklabels(pticks)\n", "ax.set_ylabel('Pressure [hPa]', fontsize=14)\n", "ax.set_xlabel('Temperature [ÂșC]', fontsize=14)\n", "ax.grid()\n", "ax.legend()\n", "ax.set_title(f'Dodge City, Kansas ({station}) {date}', fontsize=18);" ] }, { "cell_type": "markdown", "id": "b8895fda-074f-4e81-8538-3c609f7706d9", "metadata": {}, "source": [ "## Figure 1.9: Tropical versus Arctic profiles\n", "\n", "Again, we use very similar code here to retrieve the sounding data for Bintulu and Resolute and plot them on the same StĂŒve diagram as before to reproduce Figure 1.9" ] }, { "cell_type": "code", "execution_count": 7, "id": "936136e0-51eb-4b03-a170-c64770f1231e", "metadata": {}, "outputs": [], "source": [ "tropical_time = datetime(year=2004, month=1, day=4, hour=0)\n", "arctic_time = datetime(year=2004, month=1, day=24, hour=0)\n", "tropical_station = 'WBGB'\n", "arctic_station = 'YRB'\n", "tropical_data = WyomingUpperAir.request_data(tropical_time, tropical_station)\n", "arctic_data = WyomingUpperAir.request_data(arctic_time, arctic_station)" ] }, { "cell_type": "code", "execution_count": 8, "id": "33894a16-86f4-47a6-b98e-f9ab3e1e3bb1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(9, 9))\n", "ax.plot(tropical_data['temperature'], tropical_data['pressure']**k, \n", " 'r', linewidth=2, label=f'Bintulu, Borneo ({tropical_station})\\n{tropical_time}')\n", "ax.plot(arctic_data['temperature'], arctic_data['pressure']**k, \n", " 'b--', linewidth=2, label=f'Resolute, Nunavut ({arctic_station})\\n{arctic_time}')\n", "ax.invert_yaxis()\n", "ax.set_xlim(-90,40)\n", "ax.set_yticks(pticks**k)\n", "ax.set_yticklabels(pticks)\n", "ax.set_ylabel('Pressure [hPa]', fontsize=14)\n", "ax.set_xlabel('Temperature [ÂșC]', fontsize=14)\n", "ax.grid()\n", "ax.legend()\n", "ax.set_title(f'Typical Tropical vs. Arctic Winter Temperature Profiles',\n", " fontsize=18);" ] }, { "cell_type": "markdown", "id": "93d63ef9-20f3-41ba-8f72-6a18b7dd57b7", "metadata": {}, "source": [ "## Figure 1.19: emagram versus skew-T plots\n", "\n", "Figure 1.19 shows the same plotted two different ways. \n", "\n", "The _emagram_ is like a StĂŒve diagram, with temperature on the $x$ axis, except the pressure axis is stretched in a different way. Instead of $p^{0.286}$, we use the natural log $\\ln p$ on the $y$ axis. As we will see later on, the log of pressure is approximately proportional to altitude in meters. \n", "\n", "The _Skew T log p_ diagram (almost always abbreviated to just _Skew-T_) uses the same log axis for pressure (again proportional to height), but rotates the isotherms (lines of constant air temperature) so they are diagonal. This can make it easier to visualize sounding data, since the temperature almost always decreases by quite a lot with height.\n", "\n", "We will be plotting a lot of Skew-T diagrams in this course. Below, I use the extremely useful Python package [MetPy](https://unidata.github.io/MetPy/) to help plot the Skew-T plot with minimal code." ] }, { "cell_type": "code", "execution_count": 9, "id": "7a2e3596-9921-42e9-981c-c6c4282de019", "metadata": {}, "outputs": [], "source": [ "wisconsin_date = datetime(year=2005, month=8, day=25, hour=12)\n", "wisconsin_station = 'GRB'\n", "wisconsin_data = WyomingUpperAir.request_data(wisconsin_date, wisconsin_station)" ] }, { "cell_type": "code", "execution_count": 10, "id": "9adf86e9-533b-492d-b093-3a83e9236b68", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pticks = np.array([100,150,200,250,300,350,400,450,500,600,700,800,900,1000])\n", "\n", "fig = plt.figure(figsize=(9,18))\n", "\n", "ax = fig.add_subplot(2,1,1)\n", "ax.plot(wisconsin_data['temperature'], \n", " np.log(wisconsin_data['pressure']), \n", " 'r', linewidth=2, label=f'Green Bay, WI {wisconsin_date}')\n", "ax.set_xlim(-65,20)\n", "ax.set_title('T - log(p)', fontsize=18);\n", "ax.invert_yaxis()\n", "ax.set_ylim(np.log(1050), np.log(100))\n", "ax.set_yticks(np.log(pticks))\n", "ax.set_yticklabels(pticks)\n", "ax.grid()\n", "\n", "skew = SkewT(fig=fig, subplot=(2,1,2), rotation=45)\n", "skew.plot(wisconsin_data['pressure'], wisconsin_data['temperature'], \n", " 'r', linewidth=2, label=f'Green Bay, WI {wisconsin_date}')\n", "skew.ax.set_title('Skew T - log p', fontsize=18);\n", "\n", "for axis in [ax, skew.ax]:\n", " axis.set_ylabel('Pressure [hPa]', fontsize=14)\n", " axis.set_xlabel('Temperature [ÂșC]', fontsize=14)\n", " axis.legend()" ] }, { "cell_type": "code", "execution_count": null, "id": "bd40bfb5-7afd-4153-b2df-eb40f4b763ee", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.4" } }, "nbformat": 4, "nbformat_minor": 5 }