{ "cells": [ { "cell_type": "markdown", "id": "3c579838-fc52-4949-999a-0f7b0aa70449", "metadata": {}, "source": [ "# Seasonal variation of the simulated ionospheric potential\n", "The source code of Figures 2.1 and 5.1" ] }, { "cell_type": "markdown", "id": "2a991079-f69f-4b4e-85e9-dd0eb6817d17", "metadata": {}, "source": [ "### Importing libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "e6e8b28e-203f-4c4b-907f-fe6183e5d331", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", "import datetime as dt\n", "\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "83163834-de47-4f28-8add-768c7b76e1d3", "metadata": {}, "source": [ "### Helper functions, variables and classes" ] }, { "cell_type": "code", "execution_count": 2, "id": "42ca4c03-8fbf-451c-bd17-607e42450130", "metadata": {}, "outputs": [], "source": [ "def std_error(avg_val, avg_sqr, counter):\n", " \"\"\"\n", " Estimate the standard error from the average value\n", " and the average value of the square.\n", " \n", " :param avg_val: the average value\n", " :param avg_sqr: the average square value\n", " :param counter: the size of the sample\n", " \n", " :return: the standard error\n", " \"\"\"\n", "\n", " return np.sqrt((avg_sqr - avg_val**2) / (counter - 1))" ] }, { "cell_type": "code", "execution_count": 3, "id": "61405aa1-0b4d-4a8a-85a5-3097d37c644e", "metadata": {}, "outputs": [], "source": [ "month_name = [\"J\", \"F\", \"M\", \"A\", \"M\", \"J\", \"J\", \"A\", \"S\", \"O\", \"N\", \"D\"]" ] }, { "cell_type": "markdown", "id": "d00db06e-dd79-4422-b62b-f10ca8a81f9a", "metadata": {}, "source": [ "### Loading precalculated arrays" ] }, { "cell_type": "code", "execution_count": 4, "id": "2dd01e73-6586-4e1b-b519-4f3e84ae8940", "metadata": {}, "outputs": [], "source": [ "# the number of simulated days used for analysis\n", "wrf_N_days = 4992\n", "inm_N_days = 3650" ] }, { "cell_type": "code", "execution_count": 5, "id": "2cdc7a8e-8835-4ec6-8f55-bbd3e3e87ab7", "metadata": {}, "outputs": [], "source": [ "# dates corresponding to the indices (0 axis) of the data arrays\n", "# note: in the case of the WRF the dates correspond to real dates\n", "# note: in the case of the INMCM the are 10 365-day years\n", "wrf_dt_indices = np.array(\n", " [dt.date(1980, 1, 1) + dt.timedelta(i * 3) for i in range(wrf_N_days)]\n", ")\n", "inm_dt_indices = np.array(\n", " [dt.date(2022, 1, 1) + dt.timedelta(i % 365) for i in range(inm_N_days)]\n", ")" ] }, { "cell_type": "code", "execution_count": 6, "id": "69602993-2005-4fed-b425-69575f9fd2cf", "metadata": {}, "outputs": [], "source": [ "# dictionaries where the processed data are saved\n", "# dictionary keys represent CAPE threshold values in J/kg\n", "# 500 J/kg corresponds to WRF simulations with a temperature threshold of 25 °C\n", "# 800, 1000, 1200 J/kg correspond to usual WRF and INMCM simulations\n", "\n", "# a dictionary containing arrays with the dimensions (4992, 24)\n", "# axis 0 indicates the index of the day (see `wrf_dt_indices`)\n", "wrf_hourly_total_ip = {\n", " key: np.load(f\"./data/WRF/WRF_HOURLY_TOTAL_IP_{parameters}.npy\")[:wrf_N_days]\n", " for key, parameters in zip([500, 800, 1000, 1200],\n", " [\"500_T2_25\", \"800\", \"1000\", \"1200\"])\n", "}\n", "\n", "# a dictionary containing arrays with the dimensions (3650, 24)\n", "# axis 0 indicates the index of the day (see `inm_dt_indices`)\n", "inm_hourly_total_ip = {\n", " key: np.load(f\"./data/INMCM/INMCM_HOURLY_TOTAL_IP_{parameters}.npy\")[:inm_N_days]\n", " for key, parameters in zip([800, 1000, 1200],\n", " [\"800\", \"1000\", \"1200\"])\n", "}" ] }, { "cell_type": "markdown", "id": "ae294872-6a91-44d9-8f26-17ab169a9c30", "metadata": {}, "source": [ "### Figure 2.1\n", "Seasonal variation of the IP" ] }, { "cell_type": "code", "execution_count": 7, "id": "b57ba36b-077d-4fd0-8d7b-f0755d3c9b45", "metadata": {}, "outputs": [], "source": [ "# calculating seasonal variation parameters for different parameterisations\n", "# 7 sets for different subplots, each set contains 12 monthly values\n", "\n", "# monthly mean values of the IP\n", "data = np.zeros((7, 12))\n", "\n", "# monthly counts of days\n", "data_counter = np.zeros((7, 12), dtype=int)\n", "\n", "# monthly mean values of the IP square\n", "data_sqr = np.zeros((7, 12))\n", "\n", "for j, cape_thres in enumerate([800, 1000, 1200]):\n", " for m in range(12):\n", "\n", " # the index `ax_idx` (0 to 6) corresponds to the subplot:\n", " # 0: WRF, 1980–2020, CAPE=800,\n", " # 1: INMCM, 10 years, CAPE=800,\n", " # 2: WRF, 1980–2020, CAPE=1000,\n", " # 3: INMCM, 10 years, CAPE=1000,\n", " # 4: WRF, 1980–2020, CAPE=1200,\n", " # 5: INMCM, 10 years, CAPE=1200,\n", " # 6: Vostok station, 2006–2020 (fair-weather PG values)\n", "\n", " # axes indices for WRF-based subplots (0, 2, 4)\n", " ax_idx = j * 2\n", "\n", " # selecting the days belonging to the specific month\n", " wrf_inds = [i for i, date in enumerate(wrf_dt_indices)\n", " if date.month == m + 1]\n", "\n", " # selecting IP values for specific CAPE value and month\n", " ip = wrf_hourly_total_ip[cape_thres][wrf_inds]\n", "\n", " # calculating seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", " # axes indices for INMCM-based subplots (1, 3, 5)\n", " ax_idx = j * 2 + 1\n", "\n", " # selecting the days belonging to the specific month\n", " inmcm_inds =[i for i, date in enumerate(inm_dt_indices)\n", " if date.month == m + 1]\n", "\n", " # selecting IP values for specific CAPE value and month\n", " ip = inm_hourly_total_ip[cape_thres][inmcm_inds]\n", "\n", " # calculating seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", "# the last set is loaded from the processed PG data\n", "# from the Vostok station generated in script #2\n", "# the data are loaded as a dictionary with the keys `mean`, `counter`, `sqr`\n", "# index 0: 2006–2020, index 1: 2006–2012, index 2: 2013–2020\n", "vostok_results = np.load(\"./data/Vostok/vostok_2006_2020_results.npz\")\n", "\n", "data[-1] = vostok_results[\"mean\"][0]\n", "data_counter[-1] = vostok_results[\"counter\"][0]\n", "data_sqr[-1] = vostok_results[\"sqr\"][0]" ] }, { "cell_type": "code", "execution_count": 8, "id": "a2da339e-fd7a-4a90-a79b-b7f81e563d94", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 14), constrained_layout=False)\n", "ax = [None for _ in range(7)]\n", "for n in range(6):\n", " ax[n] = fig.add_subplot(4, 4, (2*n + 1, 2*n + 2))\n", "ax[6] = fig.add_subplot(4, 4, (14, 15))\n", "\n", "low = [200e3] * 6 + [100]\n", "high = [280e3] * 6 + [180]\n", "step = [20e3] * 6 + [20]\n", "coeff = [1e3] * 6 + [1]\n", "caption = [\"WRF, 1980–2020, $\\\\varepsilon_0 = 0.8$ kJ/kg\",\n", " \"INMCM, 10 years, $\\\\varepsilon_0 = 0.8$ kJ/kg\",\n", " \"WRF, 1980–2020, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"INMCM, 10 years, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 1980–2020, $\\\\varepsilon_0 = 1.2$ kJ/kg\",\n", " \"INMCM, 10 years, $\\\\varepsilon_0 = 1.2$ kJ/kg\",\n", " \"Vostok station, 2006–2020\"]\n", "\n", "col = [\"royalblue\"] * 6 + [\"orangered\"]\n", "\n", "for n in range(7):\n", " for axis in [\"top\", \"bottom\", \"left\", \"right\"]:\n", " ax[n].spines[axis].set_linewidth(0.5)\n", " ax[n].tick_params(length=6, width=0.5, axis=\"y\")\n", " ax[n].tick_params(length=0, width=0.5, axis=\"x\")\n", " ax[n].grid(color=\"0.\", linewidth=0.5, axis=\"y\")\n", "\n", " ax[n].set_xlim((-0.5, 11.5))\n", " ax[n].set_xticks(np.arange(12))\n", " ax[n].set_xticklabels(month_name, fontsize=\"large\", va=\"top\")\n", "\n", " ax[n].set_ylim((low[n], high[n]))\n", " ax[n].set_yticks(np.arange(low[n], high[n] + step[n] / 2, step[n]))\n", " ax[n].set_yticklabels((np.arange(low[n], high[n] + step[n] / 2,\n", " step[n]) / coeff[n]).astype(int),\n", " fontsize=\"large\")\n", " if n < 6:\n", " ax[n].set_ylabel(\"Monthly mean\\nionospheric potential, kV\",\n", " fontsize=\"large\")\n", " else:\n", " ax[n].set_ylabel(\"Monthly mean fair-weather\\npotential gradient, V/m\",\n", " fontsize=\"large\")\n", "\n", " ax[n].set_title(caption[n], fontsize=\"large\")\n", "\n", " ax[n].annotate(\"\", xy=(12, np.min(data[n])), xycoords=\"data\",\n", " xytext=(12, np.max(data[n])), textcoords=\"data\",\n", " annotation_clip=False,\n", " arrowprops=dict(\n", " arrowstyle=\"<|-|>,head_length=0.8,head_width=0.3\",\n", " patchA=None, patchB=None, shrinkA=0., shrinkB=0.,\n", " connectionstyle=\"arc3,rad=0.\", fc=\"black\",\n", " linewidth=0.5\n", " ))\n", " # ampl = (np.max(data[n]) - np.min(data[n])) / np.mean(data[n])\n", " ampl = (np.max(data[n]) - np.min(data[n])) / \\\n", " np.sum(data[n] * data_counter[n]) * np.sum(data_counter[n])\n", " ax[n].text(12.2, (np.min(data[n]) + np.max(data[n])) / 2,\n", " f\"{ampl * 100:.0f}%\",\n", " fontsize=\"large\", ha=\"left\", va=\"center\", rotation=270)\n", "\n", "fig.align_ylabels([ax[0], ax[2], ax[4]])\n", "fig.align_ylabels([ax[1], ax[3], ax[5]])\n", "\n", "for n in range(7):\n", " ax[n].bar(np.arange(12), data[n],\n", " yerr=std_error(data[n],\n", " data_sqr[n],\n", " data_counter[n]),\n", " width=0.8, color=col[n])\n", "\n", "for n in range(6):\n", " ax[n].text(-0.3, 1.05, chr(ord(\"a\") + 3 * (n % 2) + n // 2),\n", " fontsize=\"x-large\",\n", " fontweight=\"semibold\", ha=\"left\", va=\"bottom\",\n", " transform=ax[n].transAxes)\n", "ax[6].text(-0.3, 1.05, chr(ord(\"a\") + 6), fontsize=\"x-large\",\n", " fontweight=\"semibold\", ha=\"left\", va=\"bottom\",\n", " transform=ax[6].transAxes)\n", "\n", "fig.subplots_adjust(hspace=0.3, wspace=1.6)\n", "\n", "for m in range(12):\n", " ax[6].annotate(f\"{data_counter[6, m]}\",\n", " xy=(m-0.15, ax[6].get_ylim()[0] + 3),\n", " rotation=270, ha=\"center\", va=\"bottom\",\n", " fontsize=\"large\", color=\"0.\")\n", "\n", "fig.savefig(\"figures/ip_pg_total.eps\", bbox_inches=\"tight\")" ] }, { "cell_type": "markdown", "id": "6d2b0559-ca51-4dd7-98e8-af08fb402886", "metadata": {}, "source": [ "### Figure 2.5\n", "Seasonal variation of the IP for smaller time periods" ] }, { "cell_type": "code", "execution_count": 9, "id": "5c2a949e-1c6c-409f-9a62-6012fe5900a0", "metadata": {}, "outputs": [], "source": [ "# calculate seasonal variation parameters for different temporal parts# calculating seasonal variation parameters for different parameterisations\n", "# 8 sets for different subplots, each set contains 12 monthly values\n", "\n", "# monthly mean values of the IP\n", "data = np.zeros((7, 12))\n", "\n", "# monthly counts of days\n", "data_counter = np.zeros((7, 12), dtype=int)\n", "\n", "# monthly mean values of the IP square\n", "data_sqr = np.zeros((7, 12))\n", "\n", "data = np.zeros((8, 12))\n", "data_counter = np.zeros((8, 12), dtype=int)\n", "data_sqr = np.zeros((8, 12))\n", "\n", "# to construct this figure, we divide the datasets into equal ranges of years\n", "# the dictionary keys below denote the subplot number in the figure\n", "wrf_ranges = {\n", " 0: range(1981, 1990 + 1),\n", " 1: range(1991, 2000 + 1),\n", " 2: range(2001, 2010 + 1),\n", " 3: range(2011, 2020 + 1),\n", "}\n", "\n", "inm_ranges = {\n", " 4: range(0, 5),\n", " 5: range(5, 10)\n", "}\n", "\n", "for m in range(12):\n", " for ax_idx in range(6):\n", " if ax_idx in [0, 1, 2, 3]:\n", "\n", " # selecting the days belonging to the specific month\n", " wrf_inds = [i for i, date in enumerate(wrf_dt_indices)\n", " if date.month == m + 1\n", " and date.year in wrf_ranges[ax_idx]\n", " ]\n", "\n", " # selecting IP values for CAPE = 1000 J/kg and selected month\n", " ip = wrf_hourly_total_ip[1000][wrf_inds]\n", "\n", " # calculating seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", " if ax_idx in [4, 5]:\n", "\n", " # selecting the days belonging to the specific month\n", " inmcm_inds = [i for i, date in enumerate(inm_dt_indices) \n", " if date.month == m + 1\n", " and i//365 in inm_ranges[ax_idx]\n", " ]\n", "\n", " # selecting IP values for CAPE = 1000 J/kg and selected month\n", " ip = inm_hourly_total_ip[1000][inmcm_inds]\n", "\n", " # calculating seasonal variation parameters\n", " data[ax_idx, m] = ip.mean()\n", " data_counter[ax_idx, m] = len(ip)\n", " data_sqr[ax_idx, m] = np.sum(ip.mean(axis=-1) ** 2) / len(ip)\n", "\n", "# the last two sets are loaded from the processed PG data\n", "# from the Vostok station generated in script #2\n", "# the data are loaded as a dictionary with the keys `mean`, `counter`, `sqr`\n", "# index 0: 2006–2020, index 1: 2006–2012, index 2: 2013–2020\n", "vostok_results = np.load(\"./data/Vostok/vostok_2006_2020_results.npz\")\n", "\n", "# 2006–2012\n", "data[6] = vostok_results[\"mean\"][1]\n", "data_counter[6] = vostok_results[\"counter\"][1]\n", "data_sqr[6] = vostok_results[\"sqr\"][1]\n", "\n", "# 2013–2020\n", "data[7] = vostok_results[\"mean\"][2]\n", "data_counter[7] = vostok_results[\"counter\"][2]\n", "data_sqr[7] = vostok_results[\"sqr\"][2]" ] }, { "cell_type": "code", "execution_count": 10, "id": "97cc13ff-e014-4626-90ec-1c65a60bdcac", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 14), constrained_layout=False)\n", "ax = [None for _ in range(8)]\n", "\n", "for n in range(8):\n", " ax[n] = fig.add_subplot(4, 4, (2*n + 1, 2*n + 2))\n", "\n", "low = [200e3] * 6 + [100] * 2\n", "high = [280e3] * 6 + [200] * 2\n", "step = [20e3] * 6 + [20] * 2\n", "coeff = [1e3] * 6 + [1] * 2\n", "\n", "caption = [\"WRF, 1981–1990, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 1991–2000, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 2001–2010, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"WRF, 2011–2020, $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"INMCM, 5 years (1–5), $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"INMCM, 5 years (6–10), $\\\\varepsilon_0 = 1$ kJ/kg\",\n", " \"Vostok station, 2006–2012\",\n", " \"Vostok station, 2013–2020\"]\n", "\n", "col = [\"royalblue\"] * 6 + [\"orangered\"] * 2\n", "\n", "for n in range(8):\n", " for axis in [\"top\", \"bottom\", \"left\", \"right\"]:\n", " ax[n].spines[axis].set_linewidth(0.5)\n", " ax[n].tick_params(length=6, width=0.5, axis=\"y\")\n", " ax[n].tick_params(length=0, width=0.5, axis=\"x\")\n", " ax[n].grid(color=\"0.\", linewidth=0.5, axis=\"y\")\n", "\n", " ax[n].set_xlim((-0.5, 11.5))\n", " ax[n].set_xticks(np.arange(12))\n", " ax[n].set_xticklabels(month_name, fontsize=\"large\", va=\"top\")\n", "\n", " ax[n].set_ylim((low[n], high[n]))\n", " ax[n].set_yticks(np.arange(low[n], high[n] + step[n] / 2, step[n]))\n", " ax[n].set_yticklabels((np.arange(low[n], high[n] + step[n] / 2,\n", " step[n]) / coeff[n]).astype(int),\n", " fontsize=\"large\")\n", " if n <= 5:\n", " ax[n].set_ylabel(\"Monthly mean\\nionospheric potential, kV\",\n", " fontsize=\"large\")\n", " else:\n", " ax[n].set_ylabel(\"Monthly mean fair-weather\\npotential gradient, V/m\",\n", " fontsize=\"large\")\n", "\n", " ax[n].set_title(caption[n], fontsize=\"large\")\n", "\n", " ax[n].annotate(\"\", xy=(12, np.min(data[n])), xycoords=\"data\",\n", " xytext=(12, np.max(data[n])), textcoords=\"data\",\n", " annotation_clip=False,\n", " arrowprops=dict(\n", " arrowstyle=\"<|-|>,head_length=0.8,head_width=0.3\",\n", " patchA=None, patchB=None, shrinkA=0., shrinkB=0.,\n", " connectionstyle=\"arc3,rad=0.\", fc=\"black\",\n", " linewidth=0.5\n", " ))\n", " # ampl = (np.max(data[n]) - np.min(data[n])) / np.mean(data[n])\n", " ampl = (np.max(data[n]) - np.min(data[n])) / \\\n", " np.sum(data[n] * data_counter[n]) * np.sum(data_counter[n])\n", " ax[n].text(12.2, (np.min(data[n]) + np.max(data[n])) / 2,\n", " f\"{ampl * 100:.0f}%\",\n", " fontsize=\"large\", ha=\"left\", va=\"center\", rotation=270)\n", "\n", "fig.align_ylabels([ax[0], ax[2], ax[4], ax[6]])\n", "fig.align_ylabels([ax[1], ax[3], ax[5], ax[7]])\n", "\n", "for n in range(8):\n", " ax[n].bar(np.arange(12), data[n],\n", " yerr=std_error(data[n],\n", " data_sqr[n],\n", " data_counter[n]),\n", " width=0.8, color=col[n])\n", "\n", "for n in range(8):\n", " ax[n].text(-0.3, 1.05, chr(ord(\"a\") + n), fontsize=\"x-large\",\n", " fontweight=\"semibold\", ha=\"left\", va=\"bottom\",\n", " transform=ax[n].transAxes)\n", "\n", "fig.subplots_adjust(hspace=0.3, wspace=1.6)\n", "\n", "for n in range(6, 8):\n", " for m in range(12):\n", " ax[n].annotate(f\"{data_counter[n, m]}\",\n", " xy=(m-0.15, ax[n].get_ylim()[0] + 3),\n", " rotation=270, ha=\"center\", va=\"bottom\",\n", " fontsize=\"large\", color=\"0.\")\n", "\n", "fig.savefig(\"figures/ip_pg_partial.eps\", bbox_inches=\"tight\")" ] }, { "cell_type": "code", "execution_count": null, "id": "7af55182-03fb-4e9f-979b-0df94edbd451", "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": "3.11.2" } }, "nbformat": 4, "nbformat_minor": 5 }