{ "cells": [ { "cell_type": "markdown", "id": "2d048d09-d491-4ead-a301-565288ea95b8", "metadata": {}, "source": [ "# Satellite-derived irradiance maps" ] }, { "cell_type": "markdown", "id": "846423f6-f938-4746-8350-e0e323460caa", "metadata": {}, "source": [ "```{post} 12 Feb 2022\n", ":tags: solar, open science\n", ":author: Adam R. Jensen\n", ":image: 1\n", "```" ] }, { "cell_type": "markdown", "id": "aa9abdc3-00f1-418f-a236-c20a6c1f4321", "metadata": {}, "source": [ "Satellite-derived irradiance data has several benefits over ground-measured irradiance despite its lower accuracy. The main advantages include a large geographical coverage (continents), long-timespan (multiple decades), and low cost.\n", "\n", "For these reasons, almost all solar projects utilize satellite-derived irradiance data at some stage of the development, whether it be for pre-feasibility site assessment or for calculating the profitability of a project. Fortunately, there are numerous free satellite-derived irradiance datasets available.\n", "\n", "Now you may rightfully wonder how these different datasets differ and if there is any difference in their outputs. So in this blog post, we'll plot the long-term average irradiance for four different irradiance providers." ] }, { "cell_type": "markdown", "id": "a26b9e44-ce13-423c-ac17-0adf58c30de6", "metadata": {}, "source": [ "## Map data\n", "The data used to generate the maps can be freely downloaded from the links in the table below. Note that the data is based on different time frames, ranging from 10 to 23 years.\n", "\n", "| Source of map data | Timespan | Unit |\n", "|------------------------------------------------------------------------|:---------:|:--------------:|\n", "| [SARAH (PVGIS)](https://ec.europa.eu/jrc/en/PVGIS/downloads/SARAH) | 2005-2016 | W/m$^2$/year |\n", "| [CM SAF (PVGIS)](https://ec.europa.eu/jrc/en/PVGIS/downloads/CMSAF) | 2007-2016 | W/m$^2$/year |\n", "| [NSRDB PSM3 (NREL)](https://www.nrel.gov/gis/solar-resource-maps.html) | 1998-2016 | kWh/m$^2$/day |\n", "| [CAMS (SoDa)](http://www.soda-pro.com/maps/maps-for-free) | 2005-2017 | kWh/m$^2$/year |\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "ca97abe9-8454-439c-9654-26d55f38107d", "metadata": { "tags": [ "hide-cell" ] }, "outputs": [], "source": [ "# Import necessary packages\n", "import matplotlib.pyplot as plt\n", "import matplotlib.patches as mpatches\n", "import pandas as pd\n", "import numpy as np\n", "import cartopy\n", "# In order for rasterio to include the necessary GDAL library\n", "# install rasterio with conda: conda install -c conda-forge rasterio\n", "import rasterio\n", "from rasterio.plot import show\n", "import cartopy.crs as ccrs" ] }, { "cell_type": "markdown", "id": "6756c48c-1318-4e40-b8b7-2beab3120646", "metadata": {}, "source": [ "Import the raster map data using the python library [rasterio](https://rasterio.readthedocs.io/en/latest/)." ] }, { "cell_type": "code", "execution_count": 2, "id": "6de0ee0b-86a5-4868-83f4-61ca915f0aaa", "metadata": {}, "outputs": [], "source": [ "sarah = rasterio.open('Data/sarah_ghi_annual.asc')\n", "cmsaf = rasterio.open('Data/cm_saf_ghi_annual.asc')\n", "nsrdb = rasterio.open('Data/nsrdb_psm3_ghi_annual.tif')\n", "cams_eu = rasterio.open('Data/cams_ghi_annual_europe.tif')\n", "cams_af = rasterio.open('Data/cams_ghi_annual_africa.tif')\n", "# Necessary to mask zeros, as 'nodata' attribute is set incorrectly in the tif file\n", "cams_eu_masked = np.ma.masked_where(cams_eu.read(1)==0, cams_eu.read(1))\n", "cams_af_masked = np.ma.masked_where(cams_af.read(1)==0, cams_af.read(1))" ] }, { "cell_type": "markdown", "id": "a109eb36-74d3-49fc-86b5-048821337cb3", "metadata": { "tags": [] }, "source": [ "## Plot maps\n", "The map is generated using [cartopy](https://scitools.org.uk/cartopy/docs/latest/) and [matplotlib](https://matplotlib.org/). Cartopy makes it seamless to plot countries, borders, and other geographical features." ] }, { "cell_type": "code", "execution_count": null, "id": "595272a5-0581-4dfb-ab34-56a9dd081f85", "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "kwh_to_w = 1000/8760\n", "vmin, vmax = 800, 2500\n", "\n", "crs = cartopy.crs.PlateCarree()\n", "\n", "fig, axes = plt.subplots(\n", " nrows=2, ncols=2, figsize=(8, 8),\n", " sharex=True, sharey=True, subplot_kw={'projection': crs})\n", "\n", "axes[0,0].set_title('CAMS Radiation')\n", "cams_eu_extent = [cams_eu.bounds[0], cams_eu.bounds[2], cams_eu.bounds[1], cams_eu.bounds[3]]\n", "cams_af_extent = [cams_af.bounds[0], cams_af.bounds[2], cams_af.bounds[1], cams_af.bounds[3]]\n", "rasterio.plot.show(cams_eu_masked, extent=cams_eu_extent, ax=axes[0,0], cmap='plasma', zorder=2, vmin=vmin, vmax=vmax)\n", "rasterio.plot.show(cams_af_masked, extent=cams_af_extent, ax=axes[0,0], cmap='plasma', zorder=2, vmin=vmin, vmax=vmax)\n", "\n", "axes[0,1].set_title('NSRDB PSM3')\n", "nsrdb_extent = [nsrdb.bounds[0], nsrdb.bounds[2], nsrdb.bounds[1], nsrdb.bounds[3]]\n", "rasterio.plot.show(nsrdb, extent=nsrdb_extent, ax=axes[0,1], cmap='plasma', zorder=2, vmin=vmin/365, vmax=vmax/365)\n", "\n", "axes[1,0].set_title('SARAH - PVGIS')\n", "sarah_extent = [sarah.bounds[0], sarah.bounds[2], sarah.bounds[1], sarah.bounds[3]]\n", "rasterio.plot.show(sarah, extent=sarah_extent, ax=axes[1,0], cmap='plasma', zorder=2, alpha=0.8, vmin=vmin*kwh_to_w, vmax=vmax*kwh_to_w)\n", "\n", "axes[1,1].set_title('CM SAF - PVGIS')\n", "cmsaf_extent = [cmsaf.bounds[0], cmsaf.bounds[2], cmsaf.bounds[1], cmsaf.bounds[3]]\n", "ax = rasterio.plot.show(cmsaf, extent=cmsaf_extent, ax=axes[1,1], cmap='plasma', zorder=2, vmin=vmin*kwh_to_w, vmax=vmax*kwh_to_w)\n", "\n", "for ii, ax in enumerate(axes.flatten()):\n", " ax.add_feature(cartopy.feature.LAND, facecolor='lightgrey', zorder=0)\n", " ax.coastlines(edgecolor='black', lw=0.5, zorder=3)\n", " ax.set_extent([-180, 180, -90, 90])\n", " if ii > 1: # Only plot OCEAN layer for PVGIS\n", " ax.add_feature(cartopy.feature.OCEAN, lw=0, facecolor='w', zorder=2)\n", "\n", "fig.tight_layout(h_pad=-12)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "b4018819-3e50-42fb-8e18-87eaf716773b", "metadata": {}, "source": [ "The different maps clearly illustrate the difference in geographical coverage of the four different data providers. Note that the full coverage of CAMS is not shown, as it also covers the Atlantics Ocean and parts of South America. The actual coverage of CM SAF is also larger, extending all the way to South Africa.\n", "\n", "Nevertheless, the irradiance maps are interesting and can be further used to compare in which areas the estimated irradiance differs the most." ] }, { "cell_type": "code", "execution_count": null, "id": "46fe677d-fa97-420c-9aa2-302a578f4459", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 5 }