{ "cells": [ { "cell_type": "markdown", "id": "4367adbe-b11f-4dce-8c67-38582414d7f6", "metadata": {}, "source": [ "# Pixel Boundaries\n", "\n", "This notebook demonstrates the pixel boundaries for the various PSM3 datasets. In particular:\n", "\n", "| Nominal Pixel Size | Dataset Examples | Pixel Dimensions | Longitude Boundaries | Latitude Boundaries |\n", "|--------------------|--------------------------|------------------|----------------------------------|-------------------------------|\n", "| 4 km | PSM3 TMY, PSM3 30-minute | 0.04° by 0.04° | ..., -80.04, -80.00, -79.96, ... | ..., 39.95, 39.99, 40.03, ... |\n", "| 2 km | PSM3 5-minute | 0.02° by 0.02° | ..., -80.02, -80.00, -79.98, ... | ..., 39.97, 39.99, 40.01, ... |\n", "\n", "Additionally, the lat/lon coordinates returned in the metadata of the API response correspond to the center of the pixel." ] }, { "cell_type": "code", "execution_count": 1, "id": "13f5ef2e-1eae-4b7b-8d4a-215bde0a9d61", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pvlib" ] }, { "cell_type": "code", "execution_count": 3, "id": "fe886fb3-bf8e-4afa-96f5-7816944d353c", "metadata": {}, "outputs": [], "source": [ "phi = (1 + np.sqrt(5)) / 2 # golden ratio\n", "\n", "def sunflower(n, alpha=0, geodesic=False):\n", " points = []\n", " angle_stride = 360 * phi if geodesic else 2 * np.pi / phi ** 2\n", " b = np.round(alpha * np.sqrt(n)) # number of boundary points\n", " for k in range(1, n + 1):\n", " r = radius(k, n, b)\n", " theta = k * angle_stride\n", " points.append((r * np.cos(theta), r * np.sin(theta)))\n", " return points\n", "\n", "def radius(k, n, b):\n", " if k > n - b:\n", " return 1.0\n", " else:\n", " return np.sqrt(k - 0.5) / np.sqrt(n - (b + 1) / 2)" ] }, { "cell_type": "code", "execution_count": 4, "id": "ee125a1a-df21-4de9-a27b-61a166b35aa3", "metadata": {}, "outputs": [], "source": [ "r = 0.06 # degrees\n", "center = (40, -80)\n", "pts = sunflower(40)\n", "lons = [center[1] + pt[1] * r for pt in pts]\n", "lats = [center[0] + pt[0] * r for pt in pts]" ] }, { "cell_type": "code", "execution_count": 48, "id": "4728f0bc-468d-4fdc-a480-452bf6674d5d", "metadata": {}, "outputs": [], "source": [ "kwargs = {\n", " 'api_key': 'DEMO_KEY',\n", " 'email': 'assessingsolar@gmail.com',\n", " 'attributes': ['ghi'],\n", " 'map_variables': True,\n", " 'leap_day': True,\n", "}" ] }, { "cell_type": "code", "execution_count": 60, "id": "717e0c88-b2c3-4246-8acc-2f712cd85851", "metadata": {}, "outputs": [], "source": [ "def plot(results, grid_spacing):\n", " fig, ax = plt.subplots()\n", " norm = plt.Normalize(out['annual_ghi'].min(), out['annual_ghi'].max())\n", " cmap = plt.get_cmap('tab20')\n", "\n", " for _, row in out.iterrows():\n", " ax.plot([row['lon_norm'], row['lon']], [row['lat_norm'], row['lat']], c=cmap(norm(row['annual_ghi'])))\n", " ax.scatter([row['lon']], [row['lat']], color=cmap(norm(row['annual_ghi'])))\n", "\n", " xs = np.arange(-80.08, -79.88, grid_spacing)\n", " xs = xs[(xs > out['lon'].min()) & (xs < out['lon'].max())]\n", "\n", " ys = np.arange(39.87, 49.11, grid_spacing)\n", " ys = ys[(ys > out['lat'].min()) & (ys < out['lat'].max())]\n", "\n", " for x in xs:\n", " ax.axvline(x, c='grey', ls=':')\n", "\n", " for y in ys:\n", " ax.axhline(y, c='grey', ls=':')" ] }, { "cell_type": "markdown", "id": "24b34859-f780-4fa7-875d-dbccb013f475", "metadata": {}, "source": [ "## TMY (4 km)" ] }, { "cell_type": "code", "execution_count": 20, "id": "84ad6f63-9b7d-445f-abae-1d2fcb0186f0", "metadata": {}, "outputs": [], "source": [ "results = []\n", "\n", "for lat, lon in zip(lats, lons):\n", " df, meta = pvlib.iotools.get_psm3(lat, lon, names='tmy', **kwargs)\n", " results.append({\n", " 'lat': lat,\n", " 'lon': lon,\n", " 'lat_norm': meta['latitude'],\n", " 'lon_norm': meta['longitude'],\n", " 'annual_ghi': df['ghi'].resample('h').mean().sum()\n", " })\n", "\n", "out = pd.DataFrame(results)" ] }, { "cell_type": "code", "execution_count": 46, "id": "cec11ac3-ed16-43b2-be65-a45dd0226c8a", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(out, 0.04)" ] }, { "cell_type": "markdown", "id": "6200c2fa-ef6b-47d5-a066-d64e346253be", "metadata": {}, "source": [ "## 30-minute (4 km)" ] }, { "cell_type": "code", "execution_count": 49, "id": "4c3475a5-1258-45e9-8e94-814a0195613b", "metadata": {}, "outputs": [], "source": [ "results = []\n", "\n", "for lat, lon in zip(lats, lons):\n", " df, meta = pvlib.iotools.get_psm3(lat, lon, names='2020', interval=30, **kwargs)\n", " results.append({\n", " 'lat': lat,\n", " 'lon': lon,\n", " 'lat_norm': meta['latitude'],\n", " 'lon_norm': meta['longitude'],\n", " 'annual_ghi': df['ghi'].resample('h').mean().sum()\n", " })\n", "\n", "out = pd.DataFrame(results)" ] }, { "cell_type": "code", "execution_count": 50, "id": "230bd447-f3b4-47b2-b07d-f4003ff7642e", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(out, 0.04)" ] }, { "cell_type": "markdown", "id": "6c846ddd-a1c2-4fd0-9a8f-9ce51b8b984d", "metadata": {}, "source": [ "## 5-minute (2 km)" ] }, { "cell_type": "code", "execution_count": null, "id": "0f177b02-fe7a-457a-b6b9-0767ecd3fedc", "metadata": {}, "outputs": [], "source": [ "results = []\n", "\n", "for lat, lon in zip(lats, lons):\n", " df, meta = pvlib.iotools.get_psm3(lat, lon, names='2020', interval=5, **kwargs)\n", " results.append({\n", " 'lat': lat,\n", " 'lon': lon,\n", " 'lat_norm': meta['latitude'],\n", " 'lon_norm': meta['longitude'],\n", " 'annual_ghi': df['ghi'].resample('h').mean().sum()\n", " })\n", "\n", "out = pd.DataFrame(results)" ] }, { "cell_type": "code", "execution_count": 61, "id": "436ad461-9e24-449c-8981-20057138a0d5", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot(out, 0.02)" ] }, { "cell_type": "code", "execution_count": null, "id": "ddbc6d5a-b1f6-4dd8-8be8-773398e7147c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "dc0e2db1-9867-42c8-8dd3-8e9372da412b", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "53fb9047-0bb7-4b18-833a-23f4866fc70d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "354e133c-8db6-4f2f-9b59-809a1e28974c", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "ec5131cb-7716-430e-adcd-6c2bbe235d10", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "8395c7f8-3762-4037-a571-d2bcf0554b15", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "da5b07b4-2761-4e52-9233-25253bae601f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: 2022-09-27 21:45:50\n", "\n", "pvlib : 0.9.3\n", "matplotlib: 3.5.2\n", "numpy : 1.22.3\n", "pandas : 1.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark --iversions -u -d -t" ] } ], "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 }