{ "cells": [ { "cell_type": "markdown", "id": "7474c8d4-54a5-4bdd-a64c-22f5b53dd854", "metadata": {}, "source": [ "# Surface Albedo\n", "\n", "This notebook demonstrates several aspects of PSM3 (ground) surface albedo:\n", "\n", "- Albedo is determined on a daily basis (UTC).\n", "- Snow-free albedo values are the same every year.\n", "- Snowy albedo values seem slightly inconsistent with the model that supposedly generates them." ] }, { "cell_type": "code", "execution_count": 1, "id": "1215fa7c-07d8-4e0b-9271-61dc646bfed4", "metadata": {}, "outputs": [], "source": [ "import pvlib\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "ad97a4a1-0ff0-4ba2-97db-c10f16dbecda", "metadata": {}, "outputs": [], "source": [ "# ensure we're using the v3.2.2 dataset for the new snow albedo model\n", "# (see discussion below for details)\n", "pvlib.iotools.psm3.PSM_URL = \"https://developer.nrel.gov/api/nsrdb/v2/solar/psm3-2-2-download.csv\"\n", "dfs = []\n", "for year in [2018, 2019, 2020, 2021]:\n", " df, meta = pvlib.iotools.get_psm3(\n", " latitude=47.42, # Keweenaw Peninsula, Michigan\n", " longitude=-88.05,\n", " api_key='DEMO_KEY',\n", " email='assessingsolar@gmail.com',\n", " names=year,\n", " interval=5,\n", " attributes=['air_temperature', 'surface_albedo', 'ghi'],\n", " map_variables=False,\n", " leap_day=True\n", " )\n", " dfs.append(df)" ] }, { "cell_type": "code", "execution_count": 3, "id": "555c0a26-90fc-4f15-80bf-5e7bfc4c8b5a", "metadata": {}, "outputs": [], "source": [ "df = pd.concat(dfs)\n", "df = df.tz_convert('UTC')\n", "# undo end of year \"roll-over\" effect:\n", "df.index = [\n", " dt.replace(year=dt.year-1)\n", " if dt.year == dt.tz_convert('Etc/GMT+5').year + 1\n", " else dt\n", " for dt in df.index\n", "]\n", "df = df.sort_index()" ] }, { "cell_type": "markdown", "id": "c7a54a1f-ad4c-4660-a52c-e5472430098b", "metadata": {}, "source": [ "## 24-hour interval\n", "\n", "PSM3 albedo values are constant within each day, only updating at midnight UTC.\n", "The following plot demonstrates this behavior:" ] }, { "cell_type": "code", "execution_count": 4, "id": "37c7d4cd-61c7-4edd-9e5e-cc311b6ed541", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.loc['2018-02-11':'2018-03-31', 'Surface Albedo'].plot()\n", "plt.ylabel('Albedo [-]')\n", "plt.grid(which='both', axis='x')" ] }, { "cell_type": "markdown", "id": "67ae8f7e-62b8-428a-9282-f0baa76210bd", "metadata": {}, "source": [ "## Snow-free albedo is the same every year\n", "\n", "Snow-free albedo varies somewhat day to day, but each year is the same (considering only non-snowy times), with the caveat that the post-February portion of leap years are shifted by one day relative to normal years (i.e., \"same albedo every year\" is in relation to the day of year (Julian date), not the typical month-day calendar date).\n", "\n", "NSRDB publications claim that PSM3 surface albedo values are derived from MODIS data (specifically, the MCD43GF data product) . Given the fact that these MODIS datasets are available for each calendar year, it's not clear why there is no variation in the PSM3's snow-free albedo values. \n", "\n", "In any case, let's demonstrate these effects. First, that post-February leap year data is shifted by one day relative to other years:" ] }, { "cell_type": "code", "execution_count": 5, "id": "f08d7d4d-0877-4279-aab0-1c9bd6c975e7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(4, 1, sharex=False)\n", "for ax, year in zip(axes, [2018, 2019, 2020, 2021]):\n", " this_year = df.loc[f'{year}-08', 'Surface Albedo']\n", " this_year.plot(ax=ax)\n", " ax.set_ylabel(f'Albedo [-]\\n{year}')\n", " ax.set_xticklabels([])\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "bdb887ef-d390-44ac-89a7-cd6cad6b4e8d", "metadata": {}, "source": [ "And now, that there is no year-to-year variation in snow-free albedo (when aligning years based on Julian date):" ] }, { "cell_type": "code", "execution_count": 6, "id": "80aabb2e-76d6-4853-9009-d265eb03d7c9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for year in [2018, 2019, 2020, 2021]:\n", " this_year = df.loc[str(year), 'Surface Albedo']\n", " ax.plot(this_year.index.dayofyear, this_year.values, label=year, lw=1)\n", "\n", "ax.set_xlabel('Day of Year')\n", "ax.set_ylabel('Albedo [-]')\n", "ax.legend();" ] }, { "cell_type": "markdown", "id": "793e65c6-9fc4-4069-a5b0-099f52f9eaa1", "metadata": {}, "source": [ "## Snowy albedo\n", "\n", "Albedo corresponding to snow cover is calculated differently from snow-free albedo. Snow cover data comes from the IMS dataset . PSM Version 3.2.2 includes a new model for calculating these snowy albedo values. Previously, snowy times were set to a fixed albedo of 0.86. Now, albedo varies with temperature according to a piecewise linear function that decreases snow albedo as ambient temperature approaches 0 °C . This piecewise linear model is described in [Ross & Walsh, 1987](https://doi.org/10.1029/jc092ic12p13115).\n", "\n", "It is possible to recreate the PSM3 albedo values based on daily average ambient temperature, with the exception of an apparent shift of roughly 0.7 °C. The cause of this shift is unknown.\n", "\n", "First, let's demonstrate the existence of the shift between PSM3 albedo and the albedo from the Ross & Walsh model:" ] }, { "cell_type": "code", "execution_count": 7, "id": "bf65a41e-b76e-4690-8500-f879a0917300", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "daily_albedo = df['Surface Albedo'].resample('d').mean()\n", "\n", "# This averaging method was found via experimentation:\n", "daily_temperature = df['Temperature'].iloc[::12].resample('d').mean()\n", "\n", "plt.scatter(daily_temperature, daily_albedo, s=2, label='PSM3')\n", "\n", "x = np.linspace(-10, 20, 1000)\n", "rw87 = np.clip(0.65 - 0.03 * x, 0.65, 0.8)\n", "plt.plot(x, rw87, label='Ross & Walsh 1987', c='r', lw=1)\n", "\n", "plt.legend()\n", "plt.xlim(-17, 6)\n", "plt.ylim(0.6, 0.83)\n", "plt.xlabel('Daily Mean Temperature [$\\degree$C]')\n", "plt.ylabel('Albedo [-]');" ] }, { "cell_type": "markdown", "id": "d3164667-4f25-4945-a577-abbd558d558a", "metadata": {}, "source": [ "Now, let's determine the value of the shift and show that the PSM3 values are otherwise consistent with the Ross & Walsh model to within the precision of the PSM3 values (two decimal places, see [Numerical Precision](numerical-precision.ipynb)):" ] }, { "cell_type": "code", "execution_count": 8, "id": "784bbf7d-dee0-4046-92f2-cb5fd7719494", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7166666746908338" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.optimize import minimize_scalar\n", "\n", "# simple way to select just the snowy subset:\n", "snow_filter = daily_albedo > 0.6\n", "\n", "def objective(offset):\n", " rw87 = np.clip(0.65 - 0.03*(daily_temperature+offset), 0.65, 0.8)\n", " err = (rw87[snow_filter] - daily_albedo[snow_filter]).abs().mean()\n", " return err\n", "\n", "result = minimize_scalar(objective, bracket=[0, 1])\n", "rw87_offset = result.x\n", "rw87_offset" ] }, { "cell_type": "code", "execution_count": 9, "id": "89183996-76da-40cb-9608-b80872b1868d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, sharey=True, figsize=(7, 3))\n", "\n", "for offset, ax in zip([0, rw87_offset], axes):\n", " rw87 = np.clip(0.65 - 0.03*(daily_temperature+offset), 0.65, 0.8)\n", " ax.scatter(rw87[snow_filter], daily_albedo[snow_filter], s=5, c='tab:orange')\n", " ax.axline((0.7, 0.7), slope=1, c='k', zorder=0)\n", " # PSM3 albedo is rounded to two decimal places, so show ±0.005 error bars\n", " x = np.arange(0.65, 0.80, 0.01)\n", " ax.errorbar(x, x, xerr=0.005, capsize=3, c='grey', zorder=-1)\n", " ax.set_xlabel(f'Albedo (Ross-Walsh {offset=:0.04f}) [-]')\n", "\n", "axes[0].set_ylabel('Albedo (PSM3) [-]')\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 10, "id": "bdaf47bd-3af6-4e09-8e00-d02d62d429fc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2023-02-14 09:24:30\n", "\n", "matplotlib: 3.6.2\n", "numpy : 1.23.4\n", "pandas : 1.5.2\n", "pvlib : 0.9.3\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark --iversions -u -d -t" ] }, { "cell_type": "code", "execution_count": null, "id": "358f6381-e7bc-4c47-a3d3-755699decf87", "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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }