From bff3dcd316804444a7ed991e511cfbaab749534e Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Thu, 2 Feb 2023 22:18:35 -0500 Subject: [PATCH 1/3] add ghuv nb --- source/index.rst | 1 + source/pages/uv-dose.ipynb | 130 +++++++++++++++++++++++++++++++++++++ 2 files changed, 131 insertions(+) create mode 100644 source/pages/uv-dose.ipynb diff --git a/source/index.rst b/source/index.rst index f4d8bd8..2056428 100644 --- a/source/index.rst +++ b/source/index.rst @@ -56,4 +56,5 @@ This project uses many open-source software packages, including: pages/map pages/tmy-vs-single pages/numerical-precision + pages/uv-dose pages/2300-artifact diff --git a/source/pages/uv-dose.ipynb b/source/pages/uv-dose.ipynb new file mode 100644 index 0000000..c23b581 --- /dev/null +++ b/source/pages/uv-dose.ipynb @@ -0,0 +1,130 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "50a0a9cd-6627-4eb4-9b3a-d277634b30d1", + "metadata": {}, + "source": [ + "# UV Dose: ASTM G222-21\n", + "\n", + "The hourly PSM3 API endpoint provides modeled values of global horizontal ultraviolet light (GHUV) corresponding to two wavelength bands: 280–400 nm and 295–385 nm. This notebook shows that these values can be recreated precisely using the model defined in [ASTM G222-21](http://doi.org/10.1520/G0222-21)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "053171b5-2fd9-4fcb-bf09-917645933ff3", + "metadata": {}, + "outputs": [], + "source": [ + "import pvlib\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dba9fc52-05b1-4a50-ac9a-0ca4fd66ff03", + "metadata": {}, + "outputs": [], + "source": [ + "colmap = {\n", + " 'GHI': 'ghi',\n", + " 'Global Horizontal UV Irradiance (280-400nm)': 'ghuv-280-400',\n", + " 'Global Horizontal UV Irradiance (295-385nm)': 'ghuv-295-385',\n", + " 'Solar Zenith Angle': 'solar_zenith_angle',\n", + "}\n", + "df, meta = pvlib.iotools.get_psm3(40, -80, 'DEMO_KEY', 'assessingsolar@gmail.com',\n", + " names=2020, interval=60,\n", + " attributes=colmap.values(),\n", + " map_variables=False, leap_day=True)\n", + "\n", + "df = df.rename(columns=colmap)\n", + "df = df.iloc[:, 5:]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0f75cae4-6580-444e-b756-a3d36dee10f8", + "metadata": {}, + "outputs": [], + "source": [ + "# \"mean\" coefficients (non-location-specific) from Table 1\n", + "m_280_400 = np.array([7.19e-2, -1.19e-2, 2.01e-3, -1.37e-4, 3.50e-6])\n", + "m_295_385 = np.array([5.70e-2, -9.70e-3, 1.54e-3, -9.51e-5, 2.10e-6])\n", + "\n", + "def astm_g222_21(ghi, sza, m):\n", + " am = 1 / ( # airmass model from REST?\n", + " pvlib.tools.cosd(sza) + 0.48353 * sza**0.09585 / (96.741 - sza)**1.754\n", + " )\n", + " am_powers = np.broadcast_to(am.values, (5, len(am))).T ** np.arange(5)\n", + " ghuv = np.nansum(m * am_powers, axis=1) * ghi\n", + " # the standard specifies how to calculate for zenith < 80, but\n", + " # zenith > 80 is unspecified; in practice the PSM3 API returns zero:\n", + " ghuv[sza > 80] = 0\n", + " return ghuv\n", + "\n", + "df['ghuv-280-400-predicted'] = astm_g222_21(df['ghi'], df['solar_zenith_angle'], m_280_400)\n", + "df['ghuv-295-385-predicted'] = astm_g222_21(df['ghi'], df['solar_zenith_angle'], m_295_385)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fefdae5c-bf3c-4a22-bec7-3d7a0fe7ccc6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(6, 3))\n", + "for ax, col in zip(axes, ['ghuv-280-400', 'ghuv-295-385']):\n", + " df.plot.scatter(col, col+'-predicted', ax=ax)\n", + " ax.axline((0, 0), slope=1, c='k')\n", + " ax.set_xlabel('PSM3')\n", + " ax.set_ylabel('Calculation')\n", + " ax.set_title(col)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "13d0e9af-2c7c-43b0-8f95-91f0e2cd2e16", + "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": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 3411cd7f536d13f5bbf2b56af53acdd6161e886f Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Tue, 7 Feb 2023 21:11:02 -0500 Subject: [PATCH 2/3] add watermark --- source/pages/uv-dose.ipynb | 28 ++++++++++++++++++++++------ 1 file changed, 22 insertions(+), 6 deletions(-) diff --git a/source/pages/uv-dose.ipynb b/source/pages/uv-dose.ipynb index c23b581..80113f8 100644 --- a/source/pages/uv-dose.ipynb +++ b/source/pages/uv-dose.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "0f75cae4-6580-444e-b756-a3d36dee10f8", "metadata": {}, "outputs": [], @@ -56,7 +56,7 @@ "m_295_385 = np.array([5.70e-2, -9.70e-3, 1.54e-3, -9.51e-5, 2.10e-6])\n", "\n", "def astm_g222_21(ghi, sza, m):\n", - " am = 1 / ( # airmass model from REST?\n", + " am = 1 / ( # airmass model from REST (Gueymard 2003)\n", " pvlib.tools.cosd(sza) + 0.48353 * sza**0.09585 / (96.741 - sza)**1.754\n", " )\n", " am_powers = np.broadcast_to(am.values, (5, len(am))).T ** np.arange(5)\n", @@ -72,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "id": "fefdae5c-bf3c-4a22-bec7-3d7a0fe7ccc6", "metadata": {}, "outputs": [ @@ -99,11 +99,27 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "13d0e9af-2c7c-43b0-8f95-91f0e2cd2e16", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: 2023-02-07 21:10:48\n", + "\n", + "pvlib : 0.9.3\n", + "numpy : 1.22.3\n", + "matplotlib: 3.5.2\n", + "\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark --iversions -u -d -t" + ] } ], "metadata": { From 1edc8b2fe41abd250705136465d360ced4fe5e03 Mon Sep 17 00:00:00 2001 From: Kevin Anderson Date: Tue, 14 Feb 2023 09:11:36 -0500 Subject: [PATCH 3/3] suggestions from review --- source/pages/uv-dose.ipynb | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/source/pages/uv-dose.ipynb b/source/pages/uv-dose.ipynb index 80113f8..2585ad9 100644 --- a/source/pages/uv-dose.ipynb +++ b/source/pages/uv-dose.ipynb @@ -29,7 +29,7 @@ "metadata": {}, "outputs": [], "source": [ - "colmap = {\n", + "VARIABLE_MAP = {\n", " 'GHI': 'ghi',\n", " 'Global Horizontal UV Irradiance (280-400nm)': 'ghuv-280-400',\n", " 'Global Horizontal UV Irradiance (295-385nm)': 'ghuv-295-385',\n", @@ -37,10 +37,10 @@ "}\n", "df, meta = pvlib.iotools.get_psm3(40, -80, 'DEMO_KEY', 'assessingsolar@gmail.com',\n", " names=2020, interval=60,\n", - " attributes=colmap.values(),\n", + " attributes=VARIABLE_MAP.values(),\n", " map_variables=False, leap_day=True)\n", "\n", - "df = df.rename(columns=colmap)\n", + "df = df.rename(columns=VARIABLE_MAP)\n", "df = df.iloc[:, 5:]" ] }, @@ -55,12 +55,12 @@ "m_280_400 = np.array([7.19e-2, -1.19e-2, 2.01e-3, -1.37e-4, 3.50e-6])\n", "m_295_385 = np.array([5.70e-2, -9.70e-3, 1.54e-3, -9.51e-5, 2.10e-6])\n", "\n", - "def astm_g222_21(ghi, sza, m):\n", + "def astm_g222_21(ghi, sza, mean_coeffs):\n", " am = 1 / ( # airmass model from REST (Gueymard 2003)\n", " pvlib.tools.cosd(sza) + 0.48353 * sza**0.09585 / (96.741 - sza)**1.754\n", " )\n", " am_powers = np.broadcast_to(am.values, (5, len(am))).T ** np.arange(5)\n", - " ghuv = np.nansum(m * am_powers, axis=1) * ghi\n", + " ghuv = np.nansum(mean_coeffs * am_powers, axis=1) * ghi\n", " # the standard specifies how to calculate for zenith < 80, but\n", " # zenith > 80 is unspecified; in practice the PSM3 API returns zero:\n", " ghuv[sza > 80] = 0\n", @@ -78,7 +78,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -92,8 +92,8 @@ "for ax, col in zip(axes, ['ghuv-280-400', 'ghuv-295-385']):\n", " df.plot.scatter(col, col+'-predicted', ax=ax)\n", " ax.axline((0, 0), slope=1, c='k')\n", - " ax.set_xlabel('PSM3')\n", - " ax.set_ylabel('Calculation')\n", + " ax.set_xlabel('UV (PSM3) [W/m$^2$]')\n", + " ax.set_ylabel('UV (ASTM G222-21) [W/m$^2$]')\n", " ax.set_title(col)" ] }, @@ -107,11 +107,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: 2023-02-07 21:10:48\n", + "Last updated: 2023-02-14 09:10:14\n", "\n", + "numpy : 1.23.4\n", + "matplotlib: 3.6.2\n", "pvlib : 0.9.3\n", - "numpy : 1.22.3\n", - "matplotlib: 3.5.2\n", "\n" ] } @@ -138,7 +138,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.9.15" } }, "nbformat": 4,