{ "cells": [ { "cell_type": "markdown", "id": "791c4ea4-3b82-4844-972c-48582f0016b8", "metadata": {}, "source": [ "# Data Aggregation: 5 to 30/60 minute\n", "\n", "Prior to 2018, the 30- and 60-minute PSM3 data reflected \"instantaneous\" values for nominal 4 km pixels. Starting in 2018 when higher resolution (5 minute, 2 km) GOES imagery became available, the 30- and 60-minute values switched to being spatial and temporal averages of the higher-resolution 5-minute data. \n", "\n", "This notebook recreates the aggregation performed to calculate the 30- and 60-minute values from the 5-minute values.\n", "\n", "Starting with the 30-minute values, the spatial average is easy: each 4 km pixel comprises four 2 km pixels, so get data for the four constituent pixels and average them together. The temporal average is slightly complicated in that, because the 30-minute values are symmetrical averages of seven 5-minute values, some 5-minute values contribute to two separate interval averages. Here's an ASCII illustration of this concept:\n", "\n", "```\n", "Timestamps: 00 05 10 15 20 25 30 35 40 45 50 55 00 05 10 15 20 25\n", "Interval 1: --------------------\n", "Interval 2: --------------------\n", "```\n", "\n", "The 5-minute value at minute `45` gets incorporated into the average for both 30-minute intervals.\n", "\n", "Note that this method does not _perfectly_ recreate the 30-minute values, and I'm not sure that this is actually what happens in the real NSRDB. But it does get pretty close." ] }, { "cell_type": "code", "execution_count": 1, "id": "3c5af208-ee63-4ca6-9f69-fd39a78998ae", "metadata": {}, "outputs": [], "source": [ "import pvlib\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "868e1c3e-b8df-4cb0-a96d-59458c4431d3", "metadata": {}, "outputs": [], "source": [ "lat, lon = 40.005, -80.005\n", "\n", "# Be aware that `get_psm3()` uses a different endpoint for interval=5 than it does for interval=30 or 60\n", "\n", "kwargs = dict(latitude=lat, longitude=lon, api_key='DEMO_KEY', email='assessingsolar@gmail.com',\n", " names='2018', map_variables=False, leap_day=True)" ] }, { "cell_type": "code", "execution_count": 3, "id": "cdd7aced-290f-49a4-a6a4-9e5271bdb33d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4 km pixel coords: 40.01 -80.02\n" ] } ], "source": [ "df_4km30, meta = pvlib.iotools.get_psm3(interval=30, **kwargs)\n", "print('4 km pixel coords:', meta['Latitude'], meta['Longitude']) # 40.01 -80.02" ] }, { "cell_type": "code", "execution_count": 4, "id": "865b93a9-6b9b-43c5-97cc-1a72f41edbef", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 km pixel coords: 40.0 -80.01\n" ] } ], "source": [ "df_2km1, meta = pvlib.iotools.get_psm3(interval=5, **kwargs)\n", "print('2 km pixel coords:', meta['Latitude'], meta['Longitude']) # 40.00 -80.01" ] }, { "cell_type": "markdown", "id": "095dedac-49fb-4f46-89e9-eab8148b4b4e", "metadata": {}, "source": [ "So the center of the outer 4 km pixel is North and West of the center of the inner 2 km pixel. That means the other three inner 2km pixels in this 4 km pixel are North, West, and North-West of this one. Since the 2 km pixels are 0.02 degrees on a side, that means stepping 0.02 degrees will get us the neighbor pixels:" ] }, { "cell_type": "code", "execution_count": 5, "id": "1ae64129-9513-4128-83f2-df7c4bb90ed2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 km pixel coords: 40.0 -80.03\n" ] } ], "source": [ "kwargs['latitude'] = lat\n", "kwargs['longitude'] = lon - 0.02 # one pixel west\n", "df_2km2, meta = pvlib.iotools.get_psm3(interval=5, **kwargs)\n", "print('2 km pixel coords:', meta['Latitude'], meta['Longitude']) # 40.00 -80.03" ] }, { "cell_type": "code", "execution_count": 6, "id": "2567f7d0-5d94-44e2-970f-5d8fe092c257", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 km pixel coords: 40.02 -80.01\n" ] } ], "source": [ "kwargs['latitude'] = lat + 0.02 # one pixel north\n", "kwargs['longitude'] = lon\n", "df_2km3, meta = pvlib.iotools.get_psm3(interval=5, **kwargs)\n", "print('2 km pixel coords:', meta['Latitude'], meta['Longitude']) # 40.02 -80.01" ] }, { "cell_type": "code", "execution_count": 7, "id": "a6ba22e2-775b-4d0a-a4f2-fd28f02535a6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2 km pixel coords: 40.02 -80.03\n" ] } ], "source": [ "kwargs['latitude'] = lat + 0.02 # one pixel north-west\n", "kwargs['longitude'] = lon - 0.02\n", "df_2km4, meta = pvlib.iotools.get_psm3(interval=5, **kwargs)\n", "print('2 km pixel coords:', meta['Latitude'], meta['Longitude']) # 40.02 -80.03" ] }, { "cell_type": "markdown", "id": "be49930b-6fef-486a-8675-555f793c83a8", "metadata": {}, "source": [ "Now, implement the spatiotemporal aggregation method described above. I think this is about as clean as it gets when using pandas, but please let me know if there's a better way." ] }, { "cell_type": "code", "execution_count": 8, "id": "d58eb5a2-0e3c-4ed7-9d63-84039be7cb45", "metadata": {}, "outputs": [], "source": [ "def aggregate30(x1, x2, x3, x4):\n", " avg_5min = pd.concat([x1, x2, x3, x4], axis=1).mean(axis=1)\n", " resampler = avg_5min.shift(3).resample('30T')\n", " sum_30min_6samples = resampler.sum()\n", " avg_30min_7samples = (sum_30min_6samples + resampler.first().shift(-1)) / 7\n", " return avg_30min_7samples" ] }, { "cell_type": "code", "execution_count": 9, "id": "85422c6b-88a3-41ba-bd09-d30fbe2f914e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "columns = ['GHI', 'DNI', 'DHI']\n", "fig, axes = plt.subplots(2, len(columns), figsize=(9, 6))\n", "\n", "for i, column in enumerate(columns):\n", " x = df_4km30[column]\n", " y = aggregate30(df_2km1[column], df_2km2[column], df_2km3[column], df_2km4[column])\n", " axes[0, i].scatter(x, y, s=1)\n", " axes[0, i].set_xlabel(f'PSM3 {column} [W/m2]')\n", " axes[0, i].set_ylabel(f'Calculated {column} [W/m2]')\n", "\n", " axes[1, i].scatter(x, x - y, s=1)\n", " axes[1, i].set_ylabel(f'{column} Difference (PSM3 $-$ Calculated) [W/m2]')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "53f130d7-dfd1-4871-bc8d-d5e9a303628e", "metadata": {}, "source": [ "The 60-minute values are dead simple: they're actually just every other 30-minute value. Therefore, they actually reflect the average only over the 30 minutes centered on the timestamp, not the entire hour. Here's an ASCII illustrattion:\n", "\n", "```\n", "Timestamps: 10 15 20 25 30 35 40 45 50 55 00 05 10 15 20 25 30 35 40 45 50\n", "Interval 1: --------------------\n", "Interval 2: --------------------\n", "```\n", "\n", "Other than simplicity and not having to store a separate dataset, it's not clear to me why this is a good idea -- I'd have thought that extending the above approach (average of thirteen 5-minute values) would make more sense.\n", "\n", "Regardless, let's show that it's true:" ] }, { "cell_type": "code", "execution_count": 10, "id": "b0d8c409-b497-49fd-9e3c-65d66816a147", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4km cell coords: 40.01 -80.02\n" ] } ], "source": [ "df_4km60, meta = pvlib.iotools.get_psm3(interval=60, **kwargs)\n", "print('4km cell coords:', meta['Latitude'], meta['Longitude']) # 40.01 -80.02" ] }, { "cell_type": "code", "execution_count": 11, "id": "d18b5601-8d42-4331-baab-a6519b72a8b4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "columns = ['GHI', 'DNI', 'DHI']\n", "fig, axes = plt.subplots(2, len(columns), figsize=(9, 6))\n", "\n", "for i, column in enumerate(columns):\n", " x = df_4km60[column]\n", " y = df_4km30[column][1::2] # take every other 30-minute value\n", " axes[0, i].scatter(x, y, s=1)\n", " axes[0, i].set_xlabel(f'PSM3 {column} [W/m2]')\n", " axes[0, i].set_ylabel(f'Calculated {column} [W/m2]')\n", "\n", " axes[1, i].scatter(x, x - y, s=1)\n", " axes[1, i].set_ylabel(f'{column} Difference (PSM3 60 $-$ PSM3 30) [W/m2]')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "code", "execution_count": 12, "id": "bba2113d-f86a-482c-9379-02fbafe7ed6a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2022-09-22 21:27:07\n", "\n", "pvlib : 0.9.3\n", "pandas : 1.5.0\n", "matplotlib: 3.5.2\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark --iversions -u -d -t" ] }, { "cell_type": "code", "execution_count": null, "id": "57cad3f4-82b5-41d3-a4f2-60b466b10dfb", "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 }