{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Eye2sky network\n", "This page presents an overview of the [Eye2Sky cloud camera network](https://www.dlr.de/en/ve/research-and-transfer/research-infrastructure/laboratories-infrastructures/eye2sky) in north-west Germany. Part of the dataset has been made [public on Zenodo](https://zenodo.org/records/12804613), and an example of how to retrieve data using Python is provided. See [Schmidt et al. (2022)](https://doi.org/10.1049/icp.2022.2778) for more information.\n", "\n", "> \"In north-west Germany between Oldenburg, the North Sea coast and the Dutch border, the Institute of Networked Energy Systems operates the unique Eye2Sky cloud camera network as a research infrastructure. The network is growing dynamically and currently consists of around 30 stations. The heart of each station is a cloud camera, also known as an all-sky imager (ASI). This is a commercially available webcam with a fisheye lens supplemented by a ventilation and heating system that ensures optimum image quality even in bad weather. A third of the stations are equipped with a rotating shadowband irradiometer (RSI), other radiation sensors and meteorological sensors for temperature and humidity, for example, to validate and calibrate the algorithms.\"\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "import requests\n", "import io\n", "import os\n", "import zipfile\n", "import pandas as pd\n", "import numpy as np\n", "import xarray as xr\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "# import tempfile\n", "from itables import init_notebook_mode, show" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## List and map of stations\n", "The Eye2sky comprises of around 30 stations with different characteristics, which are provided in the table below. Common for all stations is that they are located in north-western Germany as shown on the map below." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "text/html": [ "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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Station IDPlaceDomainTypeLatitudeLongitudeElevationHeight above groundAltitude (above sea level)Installation date
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\n", "Loading ITables v2.2.2 from the init_notebook_mode cell...\n", "(need help?)
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "init_notebook_mode(all_interactive=False)\n", "\n", "EYE2SKY_BASE_URL = 'https://zenodo.org/records/12804613/files/'\n", "\n", "url = os.path.join(EYE2SKY_BASE_URL, 'Eye2Sky_Station_List.xlsx')\n", "\n", "stations = pd.read_excel('https://zenodo.org/records/12804613/files/Eye2Sky_Station_List.xlsx')\n", "\n", "show(stations, scrollY=\"500px\", scrollCollapse=False, paging=False, classes=\"display\",\n", " order=[[0, \"asc\"]], showIndex=False, columnDefs=[{\"className\": \"dt-left\", \"targets\": \"_all\"}])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "remove-input" ] }, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import folium\n", "from folium import plugins\n", "import folium_legend\n", "\n", "EsriImagery = \"https://server.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}\"\n", "EsriAttribution = \"Tiles © Esri — Source: Esri, i-cubed, USDA, USGS, AEX, GeoEye, Getmapping, Aerogrid, IGN, IGP, UPR-EGP, and the GIS User Community\"\n", "\n", "# Create Folium map\n", "m = folium.Map(\n", " location=[53.23, 7.8],\n", " zoom_start=9, min_zoom=7, max_bounds=True,\n", " control_scale=True, # Adds distance scale in lower left corner\n", " tiles='openstreetmap',\n", ")\n", "\n", "def _get_legend_params(station_type):\n", " if 'MET' in station_type:\n", " return {'color': 'magenta', 'size': 5}\n", " elif 'REF' in station_type:\n", " return {'color': 'black', 'size': 10}\n", " else:\n", " return {'color': 'cyan', 'size': 5}\n", "\n", "# Add each station to the map\n", "for index, row in stations.iterrows():\n", " folium.CircleMarker(\n", " location=[row['Latitude'], row['Longitude']],\n", " tooltip=f\"ID: {row['Station ID']} - Type: {row['Type']}\",\n", " color=_get_legend_params(row['Type'])['color'],\n", " radius=_get_legend_params(row['Type'])['size'],\n", " ).add_to(m)\n", "\n", "folium.raster_layers.TileLayer(EsriImagery, name='World imagery', attr=EsriAttribution, show=False).add_to(m)\n", "folium.LayerControl(position='topright').add_to(m)\n", "folium.LatLngPopup().add_to(m) # Show latitude/longitude when clicking on the map\n", "plugins.Fullscreen(position='bottomright').add_to(m) # Add full screen button to map\n", "\n", "# Create legend\n", "legend_keys = ['REF', 'MET', 'Other']\n", "legend_color = [_get_legend_params(s)['color'] for s in legend_keys]\n", "legend = folium_legend.make_legend(legend_keys, legend_color, title=\"Station type\")\n", "m.get_root().html.add_child(legend) # Add Legend to map\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data retreival\n", "A part of the Eye2sky dataset has been released freely on Zenodo. The below section demonstrates how this dataset can be read and what datafield are available." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-cell" ] }, "outputs": [], "source": [ "def get_eye2sky(station, start, end, file_type='cleaned', url=EYE2SKY_BASE_URL):\n", " \"\"\"\n", " Retrieve ground-measured meteorological and solar irradiance data from the Eye2sky network.\n", "\n", " The Eye2Sky network [1]_ consists of 29 all-sky imager stations, of which 12 are equipped \n", " with meteorological sensors in the northwest of Germany. Instrumentation at stations varies, \n", " while all measure global horizontal irradiance, tilted irradiance, as well as temperature and humidity.\n", " Several stations measure diffuse horizontal and direct normal irradiance with a rotating shadowband irradiometer.\n", " Two Tier 1 stations have solar trackers measuring global, direct, and diffuse irradiance with thermopile sensors.\n", "\n", " Data is provided in two ways:\n", " 1. Raw data, including quality flags from an in-house quality control procedure\n", " 2. Cleaned data where data failing the quality control procedure has been removed\n", "\n", " Additionally, clear sky irradiance data and relative solar positions used for the QC are provided.\n", "\n", " Temporal resolution is 1 minute.\n", " \n", " Data is available from Zenodo [2]_.\n", "\n", " Parameters\n", " ----------\n", " station: str or list\n", " Station ID (5-digit ID). All stations can be requested by specifying\n", " station='all'.\n", " start: datetime-like\n", " First day of the requested period\n", " end: datetime-like\n", " Last day of the requested period\n", " file_type: str, default : 'cleaned'\n", " Data version: \"flagged\" (L0 - raw + flags) or \"cleaned\" (L1 - based on QC)\n", "\n", " Returns\n", " -------\n", " data: xarray Dataset\n", " Dataset of timeseries data from the Eye2Sky measurement network.\n", "\n", " Warns\n", " -----\n", " UserWarning\n", " If one or more requested files are missing, a UserWarning is returned.\n", "\n", " Examples\n", " --------\n", " >>> # Retrieve 2 weeks of data from Eye2Sky station OLWIN\n", " >>> data = get_eye2sky('OLWIN','2022-05-21','2022-07-21', type=\"cleaned\") # doctest: +SKIP\n", "\n", " References\n", " ----------\n", " .. [1] `Schmidt, Thomas; Stührenberg, Jonas; Blum, Niklas; Lezaca, Jorge; Hammer, Annette; Vogt, Thomas (2022)\n", " A network of all sky imagers (ASI) enabling accurate and high-resolution very short-term forecasts of solar irradiance**. \n", " In: Wind & Solar Integration Workshop. IET Digital Library. 21st Wind & Solar Integration Workshop, 12.14. Okt. 2022, The Hague, Netherlands. \n", " DOI: \n", " `_ \n", " .. [2] `Zenodo\n", " `_ \n", " \"\"\"\n", " zipped_archive_url = os.path.join(EYE2SKY_BASE_URL, f\"{station}.zip\")\n", "\n", " response = requests.get(zipped_archive_url)\n", "\n", " zip_data = io.BytesIO(response.content)\n", "\n", " with zipfile.ZipFile(zip_data, \"r\") as zip_file:\n", " # List all files in the ZIP archive\n", " # print(zip_file.namelist())\n", "\n", " filename = f\"data/{station}.{file_type}.nc\"\n", "\n", " # Open a specific file inside the ZIP without extracting\n", " with zip_file.open(filename) as nc_file:\n", " nc_data = io.BytesIO(nc_file.read()) # Load NetCDF file into memory\n", " ds = xr.load_dataset(nc_data).sel(time=slice(start, end))\n", "\n", " return ds" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = get_eye2sky('OLWIN', '2022-07-21', '2022-07-26', file_type='cleaned')\n", "\n", "data['cDNI'].plot()" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### What is returned?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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<xarray.Dataset> Size: 899kB\n",
       "Dimensions:       (time: 8640)\n",
       "Coordinates:\n",
       "  * time          (time) datetime64[ns] 69kB 2022-07-21 ... 2022-07-26T23:59:00\n",
       "    latitude      float64 8B 53.15\n",
       "    longitude     float64 8B 8.162\n",
       "    elevation     int64 8B 15\n",
       "Data variables: (12/14)\n",
       "    cDNI          (time) float64 69kB -0.0 -0.0 -0.0 -0.0 ... -0.0 -0.0 -0.0\n",
       "    RH            (time) float64 69kB 75.0 76.0 76.0 76.0 ... 82.0 82.0 82.0\n",
       "    cGHI          (time) float64 69kB 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    RAIN          (time) float64 69kB 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    turbidity     (time) float64 69kB 3.625 3.625 3.625 ... 3.665 3.665 3.665\n",
       "    SAZ           (time) float64 69kB 6.399 6.642 6.885 ... 5.702 5.949 6.195\n",
       "    ...            ...\n",
       "    T             (time) float64 69kB 20.2 20.2 20.2 20.2 ... 12.4 12.4 12.4\n",
       "    DHI           (time) float64 69kB -0.0 0.0 0.1 0.0 ... -0.2 -0.1 -0.1 -0.0\n",
       "    cDHI          (time) float64 69kB 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n",
       "    SZA           (time) float64 69kB 106.1 106.1 106.1 ... 107.4 107.4 107.4\n",
       "    station_name  <U5 20B 'OLWIN'\n",
       "    crs           int64 8B -999\n",
       "Attributes: (12/36)\n",
       "    grid_mapping_name:            latitude_longitude\n",
       "    longitude_of_prime_meridian:  0.0\n",
       "    semi_major_axis:              6378137.0\n",
       "    inverse_flattening:           298.257223563\n",
       "    epsg_code:                    EPSG:4326\n",
       "    title:                        Timeseries of solar irradiance and meteorol...\n",
       "    ...                           ...\n",
       "    height:                       15\n",
       "    license:                      https://cdla.dev/sharing-1-0/\n",
       "    qc_level:                     quality controlled + cleaned data\n",
       "    surface_type:                 roof,pebbles\n",
       "    topography_type:              flat\n",
       "    rural_urban:                  suburban
" ], "text/plain": [ " Size: 899kB\n", "Dimensions: (time: 8640)\n", "Coordinates:\n", " * time (time) datetime64[ns] 69kB 2022-07-21 ... 2022-07-26T23:59:00\n", " latitude float64 8B 53.15\n", " longitude float64 8B 8.162\n", " elevation int64 8B 15\n", "Data variables: (12/14)\n", " cDNI (time) float64 69kB -0.0 -0.0 -0.0 -0.0 ... -0.0 -0.0 -0.0\n", " RH (time) float64 69kB 75.0 76.0 76.0 76.0 ... 82.0 82.0 82.0\n", " cGHI (time) float64 69kB 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " RAIN (time) float64 69kB 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " turbidity (time) float64 69kB 3.625 3.625 3.625 ... 3.665 3.665 3.665\n", " SAZ (time) float64 69kB 6.399 6.642 6.885 ... 5.702 5.949 6.195\n", " ... ...\n", " T (time) float64 69kB 20.2 20.2 20.2 20.2 ... 12.4 12.4 12.4\n", " DHI (time) float64 69kB -0.0 0.0 0.1 0.0 ... -0.2 -0.1 -0.1 -0.0\n", " cDHI (time) float64 69kB 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0\n", " SZA (time) float64 69kB 106.1 106.1 106.1 ... 107.4 107.4 107.4\n", " station_name Size: 69kB\n", "array([-0., -0., -0., ..., -0., -0., -0.])\n", "Attributes:\n", " DIMENSION_LABELS: time\n", " long_name: modelled clear sky direct normal irradiance\n", " standard_name: clear_sky_dni\n", " abbreviation: cDNI\n", " units: W m-2\n", " _valid_min_: 0\n", " _valid_max_: 3000\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'RH': Size: 69kB\n", "array([75., 76., 76., ..., 82., 82., 82.])\n", "Attributes: (12/15)\n", " DIMENSION_LABELS: time\n", " orig_name: relative humidity\n", " interval_type: left_closed/right_open/label_right\n", " meas_type: mean\n", " sensor_brand: Campbell Scientific\n", " sensor_model: CS215\n", " ... ...\n", " abbreviation: RH\n", " units: %\n", " _valid_min_: 0\n", " _valid_max_: 105\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'cGHI': Size: 69kB\n", "array([0., 0., 0., ..., 0., 0., 0.])\n", "Attributes:\n", " DIMENSION_LABELS: time\n", " long_name: modelled clear sky global irradiance\n", " standard_name: clear_sky_ghi\n", " abbreviation: cGHI\n", " units: W m-2\n", " _valid_min_: 0\n", " _valid_max_: 3000\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'RAIN': Size: 69kB\n", "array([0., 0., 0., ..., 0., 0., 0.])\n", "Attributes: (12/14)\n", " DIMENSION_LABELS: time\n", " orig_name: precipitation in mm of height per m2 of area\n", " interval_type: left_closed/right_open/label_right\n", " meas_type: sum\n", " sensor_brand: Thies Clima\n", " sensor_model: 5.4032.35.008\n", " ... ...\n", " long_name: Precipitation\n", " standard_name: precipitation\n", " abbreviation: RAIN\n", " _valid_min_: 0.0\n", " _valid_max_: 100\n", " grid_mapping: crs, 'turbidity': Size: 69kB\n", "array([3.62513595, 3.62514051, 3.62514508, ..., 3.66454813, 3.66455269,\n", " 3.66455726])\n", "Attributes:\n", " DIMENSION_LABELS: time\n", " long_name: atmospheric turbidity used in clear sky model\n", " standard_name: turbidity\n", " abbreviation: turbidity\n", " _valid_min_: 0\n", " _valid_max_: 100\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'SAZ': Size: 69kB\n", "array([6.39897563, 6.64197964, 6.8849144 , ..., 5.70202943, 5.94879244,\n", " 6.19549101])\n", "Attributes:\n", " DIMENSION_LABELS: time\n", " long_name: solar_azimuth_angle\n", " standard_name: solar azimuth angle\n", " abbreviation: SAZ\n", " units: degrees\n", " _valid_min_: 0\n", " _valid_max_: 360\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'GHI': Size: 69kB\n", "array([1.8, 1.8, 2. , ..., 1.3, 1.2, 1.4])\n", "Attributes: (12/15)\n", " DIMENSION_LABELS: time\n", " orig_name: reference global irradiance\n", " interval_type: left_closed/right_open/label_right\n", " meas_type: avg\n", " sensor_brand: EKO\n", " sensor_model: MS-80\n", " ... ...\n", " abbreviation: GHI\n", " units: W m-2\n", " valid_min_: 0.0\n", " valid_max_: 3000\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'DNI': Size: 69kB\n", "array([-0.1, -0.1, -0.1, ..., -0. , -0. , -0. ])\n", "Attributes: (12/15)\n", " DIMENSION_LABELS: time\n", " orig_name: reference direct normal irradiance \n", " interval_type: left_closed/right_open/label_right\n", " meas_type: avg\n", " sensor_brand: EKO\n", " sensor_model: MS-56\n", " ... ...\n", " abbreviation: DNI\n", " units: W m-2\n", " valid_min_: 0.0\n", " valid_max_: 3000\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'T': Size: 69kB\n", "array([20.2, 20.2, 20.2, ..., 12.4, 12.4, 12.4])\n", "Attributes: (12/15)\n", " DIMENSION_LABELS: time\n", " orig_name: air temperature\n", " interval_type: left_closed/right_open/label_right\n", " meas_type: mean\n", " sensor_brand: Campbell Scientific\n", " sensor_model: CS215\n", " ... ...\n", " abbreviation: T\n", " units: degrees Celsius\n", " _valid_min_: -90\n", " _valid_max_: 60\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'DHI': Size: 69kB\n", "array([-0. , 0. , 0.1, ..., -0.1, -0.1, -0. ])\n", "Attributes: (12/15)\n", " DIMENSION_LABELS: time\n", " orig_name: reference diffuse irradiance\n", " interval_type: left_closed/right_open/label_right\n", " meas_type: avg\n", " sensor_brand: EKO\n", " sensor_model: MS-80\n", " ... ...\n", " abbreviation: DHI\n", " units: W m-2\n", " valid_min_: 0.0\n", " valid_max_: 3000\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'cDHI': Size: 69kB\n", "array([0., 0., 0., ..., 0., 0., 0.])\n", "Attributes:\n", " DIMENSION_LABELS: time\n", " long_name: modelled clear sky diffuse irradiance\n", " standard_name: clear_sky_dhi\n", " abbreviation: cDHI\n", " units: W m-2\n", " _valid_min_: 0\n", " _valid_max_: 3000\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'SZA': Size: 69kB\n", "array([106.09121102, 106.07432022, 106.05679794, ..., 107.39106797,\n", " 107.37600768, 107.36030525])\n", "Attributes:\n", " DIMENSION_LABELS: time\n", " long_name: solar_zenith_angle\n", " standard_name: solar zenith angle\n", " abbreviation: SZA\n", " units: degrees\n", " _valid_min_: 0\n", " _valid_max_: 180\n", " grid_mapping: crs\n", " least_significant_digit: 1, 'time': Size: 69kB\n", "array(['2022-07-21T00:00:00.000000000', '2022-07-21T00:01:00.000000000',\n", " '2022-07-21T00:02:00.000000000', ..., '2022-07-26T23:57:00.000000000',\n", " '2022-07-26T23:58:00.000000000', '2022-07-26T23:59:00.000000000'],\n", " dtype='datetime64[ns]')\n", "Attributes:\n", " long_name: Time of measurement\n", " standard_name: time\n", " abbreviation: Date/Time\n", " axis: T\n", " resolution: P1M\n", " time_zone: UTC\n", " time_origin: 1970-01-01 00:00:00, 'latitude': Size: 8B\n", "array(53.15348)\n", "Attributes:\n", " long_name: station latitude\n", " standard_name: latitude\n", " units: degrees_north\n", " axis: Y, 'longitude': Size: 8B\n", "array(8.16192)\n", "Attributes:\n", " long_name: station longitude\n", " standard_name: longitude\n", " units: degrees_east\n", " axis: X, 'elevation': Size: 8B\n", "array(15)\n", "Attributes:\n", " long_name: Elevation above mean sea level\n", " standard_name: height_above_mean_sea_level\n", " units: m\n", " axis: Z, 'station_name': Size: 20B\n", "array('OLWIN', dtype=' Size: 8B\n", "array(-999)})" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.variables" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-output" ] }, "outputs": [ { "data": { "text/plain": [ "{'DIMENSION_LABELS': 'time',\n", " 'orig_name': 'reference global irradiance',\n", " 'interval_type': 'left_closed/right_open/label_right',\n", " 'meas_type': 'avg',\n", " 'sensor_brand': 'EKO',\n", " 'sensor_model': 'MS-80',\n", " 'sensor_type': 'thermopile pyranometer',\n", " 'long_name': 'Global Horizontal Irradiance',\n", " 'standard_name': 'surface_downwelling_shortwave_flux_in_air',\n", " 'abbreviation': 'GHI',\n", " 'units': 'W m-2',\n", " 'valid_min_': np.float64(0.0),\n", " 'valid_max_': np.int64(3000),\n", " 'grid_mapping': 'crs',\n", " 'least_significant_digit': np.int64(1)}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['GHI'].attrs" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "## Visualize data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize the data, the below code cells demonstrate how to plot a single day of GHI data." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,4)) \n", "data['GHI'].sel(time='2022-07-23').plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "source": [ "### Multiple irradiance components\n", "Some station measure all three standard irradiance components: GHI, DHI, and DNI.\n", "\n", "Let's take a look at measurements from the OLWIN station." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "data['GHI'].sel(time='2022-07-23').plot(lw=0.6, label=\"GHI\")\n", "data['DHI'].sel(time='2022-07-23').plot(lw=0.6, label=\"DHI\")\n", "data['DNI'].sel(time='2022-07-23').plot(lw=0.6, label=\"DNI\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A good way to quality control multi-component irradiance datasets is to compare the measure GHI measurements with the sum of diffuse and direct measurements." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ghi = data['GHI'].sel(time='2022-07-23')\n", "dhi = data['DHI'].sel(time='2022-07-23')\n", "dni = data['DNI'].sel(time='2022-07-23')\n", "solar_zenith = data['SZA'].sel(time='2022-07-23')\n", "ghi_calc = dhi + dni * np.cos(np.radians(solar_zenith))\n", "\n", "plt.figure()\n", "(ghi - ghi_calc).plot()\n", "plt.ylabel('GHI_meas - GHI_calc [W/m$^2$]')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Raw data and QC flags\n", "In this section we will dive into the quality control flags which are provided with the dataset.\n", "\n", "As a first step, we retrieve Eye2sky data with flags:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "data = get_eye2sky(\n", " station='WITTM',\n", " start='2022-07-21',\n", " end='2022-07-25',\n", " file_type='flagged',\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DNI flags" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "
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\n", "Loading ITables v2.2.2 from the init_notebook_mode cell...\n", "(need help?)
\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "par = 'DNI'\n", "\n", "# Test Names\n", "qc_name = data[f'{par}.flag'].attrs['name'].split(',')\n", "# Test Codes \n", "qc_code = data[f'{par}.flag'].attrs['code'].split(',')\n", "# Test actions (how is data that failed tests treated in the cleaned data file)\n", "qc_action = data[f'{par}.flag'].attrs['l1_action'].split(',')\n", "# A description / long name of each test\n", "qc_desc = data[f'{par}.flag'].attrs['description'].split(',')\n", "\n", "tests = pd.DataFrame([qc_name, qc_code, qc_action], index=['Name', 'Code', 'Action'])\n", "show(tests)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Timeseries of flag values" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data[f'{par}.flag'].plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Decode the Flags and make them human-readable" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# This function decodes flag decimal value and returns a dictionary of boolean True/False for each single test\n", "def decoding_flgs(dset, test_names):\n", " # Number of tests (code 0 == valid is not counting)\n", " tests = test_names[1:]\n", " ntests = len(tests)\n", " dec = np.copy(dset)\n", " flgs = (np.repeat(np.zeros(ntests), len(dec))).reshape(len(dec), ntests)\n", " for i in range(0, len(dec)):\n", " for j in range(0, len(flgs[i])):\n", " flgs[i][j] = dec[i] % 2\n", " dec[i] = dec[i] // 2\n", " df = {}\n", " for i, col in enumerate(tests):\n", " df[col] = flgs[:,i].astype(bool)\n", " return df" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Decode also the .test variable. It contains information if the test has been applied to the parameter or not\n", "flags = data[f'{par}.flag']\n", "tests = data[f'{par}.test']\n", "tests = decoding_flgs(tests, qc_desc)\n", "flags = decoding_flgs(flags, qc_desc)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Print some statistics" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "QC failed for test \"tracking error\"\n", "Number of data points 1 (0.01 %)\n", "QC failed for test \"two redundant measurements deviate from each other\"\n", "Number of data points 5 (0.07 %)\n", "QC failed for test \"shading based on horizon file\"\n", "Number of data points 10 (0.14 %)\n" ] } ], "source": [ "# Print statistics\n", "for key, value in flags.items():\n", " # only if test has been applied\n", " if all(tests[key]):\n", " if any(value):\n", " # Check for flags\n", " ind = value == True\n", " # Check for consecutive flags (-> periods)\n", " ind = np.diff(ind,prepend=False)\n", " periods = data['time'][ind].values.reshape(int(np.sum(ind)/2),2)\n", " print(f'QC failed for test \"{key}\"')\n", " print(f'Number of data points {len(periods)} ({100*len(periods)/len(data['time']):.2f} %)')\n", " #for i in range(periods.shape[0]):" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make a plot for each single test" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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cTTfdZDRr1sz5+RpG/e/o3nvvdT53fc1h/vz5Xp/NO++843U+Gkb9taZ58+bG9ddf77Z927ZtRkFBgdd2T47+9ve//91tu+P8uuSSS9y2L1u2zJBkXHfddW7b77jjDkOS8dlnnzm3hdvffHnggQeM3Nxc4+eff3bbfvfddxvp6enGhg0bnNs8P9vq6mrjqKOOMk477TTnttWrVxtpaWnGueee69Vn7Xa713v58ssvndu2b99uZGVlGbfffnvANk+fPt2QZDz44INu2y+44ALDZrMZa9ascW7Lzc31eY12/D5cr5WGYRjnnnuu0apVK+fzUPrgpEmTArbfMAzju+++MyQZf/rTn4KWNQzz79lxPt10001u5S699FKvvmL2Oub63syYMWOG0a5dO0OS82fIkCFGeXm5qf0BAAASFVOlAQCAlNCnTx81a9ZMX375paT6zJpDDjlEV155pb755hvt379fhmFo7ty5zjv/JenDDz9U//79ndMISVKzZs10ww03aN26dVqxYkXQY5988snq0aOH87lhGHrvvfc0fPhwGYahnTt3On+GDBmi0tJSffPNN87jt2vXzm06pqZNmzrv2A7H1VdfrSZNmjifO973r7/+KklasmSJtm/frt///vdu5a666iqvjIf09HRnGbvdrt27d6u2tlb9+vVzvhdXF198sVq0aOH32KHq0aOHBg4c6Hw+YMAASdJpp53mdie5Y7vjeLt379Znn32miy66SOXl5c7fx65duzRkyBCtXr1amzdvliRlZWU5swbq6uq0a9cuNWvWTN26dXN7r82bN9emTZvcpoALVzjnksOVV16pzMxMt8/CMAxdc801buUGDBigjRs3qra2VlL91Fd2u10XXXSR23GKiorUtWtXr2nxmjVrpssvv9z5vEmTJurfv7+p37Hj/Jo1a5bPqaL8sXLOvvPOOzryyCPVvXt3t/dz2mmnSZLz/RxxxBHq3bu3/vWvfzn3raur07vvvqvhw4cHnG7J9bWamhrt2rVLXbp0UfPmzX32C0+ffPKJ9u7dq0suucStjenp6RowYIDXZ27V73//e7fnH374oSRpzJgxbttvv/12SfKaIjLU/ubPO++8oxNPPFEtWrRwe7+DBw9WXV2d8/otuX+2e/bsUWlpqU488US3z3X69Omy2+0aN26cV6aP51SEPXr0cLv2t2nTRt26dQva5g8//FDp6em69dZb3bbffvvtMgzDbdrNYDx/HyeeeKJ27drlnPLLah/MysrS1VdfHfS4jvp9TZHmi9n37DifPMt5ZgFavY7NmTMnaLaNQ5s2bdSnTx899NBDmj59usaPH6+vvvrK1OcCAACQyJgqDQAApIT09HQNHDjQudbFV199pRNPPFEnnHCC6urqtGDBAhUWFmr37t1ug3fr1693Djq6ckxjtH79eh111FEBj11cXOz2fMeOHdq7d69efPFFvfjiiz732b59u7P+Ll26eA0yduvWLcg7Ds5zShxHIGXPnj3OY0tS165d3cplZmbq8MMP96pv6tSpevzxx/XTTz+ppqbGud3z/Zs5dqg863UM1rtOkeW63XG8NWvWyDAM3XPPPbrnnnt81r19+3Z16NBBdrtdTz/9tJ577jmtXbtWdXV1zjKtWrVyPv6///s/ffrpp+rfv7+6dOmiM844Q5deeqlzGr5QhHMuOVj5jOx2u0pLS9WqVSutXr1ahmF4nQ8OrsEgSTrkkEO8ztsWLVro+++/9/PuGhQXF2vMmDF64okn9MYbb+jEE0/U2WefrcsvvzzgNGlWztnVq1dr5cqVatOmjc+6XD+3iy++WH/+85+1efNmdejQQXPmzNH27dt18cUXB3wfBw4c0IQJEzR58mRt3rzZbbDZzFo9q1evliRnMMlTfn5+0DoC8Tyf1q9fr7S0NHXp0sVte1FRkZo3b+78fB1C7W/+rF69Wt9//72p38mMGTP04IMPatmyZW7r77iec7/88ovS0tLcgp3++JoirEWLFkHbvH79erVv394r6OH6HWFWoOtifn6+5T7YoUMHtwCmP47zqLy83FQ7zb5nx/nkOSWc5/dXKNcxM3799Vedeuqp+uc//6nzzz9fknTOOec414P76KOPNHToUMv1AgAAJAICNwAAIGWccMIJeuihh1RZWamvvvpKf/nLX9S8eXMdddRR+uqrr5zz/7sGbiLB8458xyLbl19+uUaNGuVzn6OPPtrycTwHyR3q6uqUnp7utd3XNkmm72R29frrr+uqq67SiBEjdOedd6pt27ZKT0/XhAkT9Msvv0T12GbqDXY8x+/kjjvu0JAhQ3yWdQxmP/zww7rnnnt0zTXX6IEHHlDLli2Vlpam0aNHuy2gfuSRR2rVqlWaMWOGZs6cqffee0/PPfecxo0bp/vuu09S4N+ZL5E4l8L5jGw2mz766COfZT3XTwn3d/z444/rqquu0gcffKCPP/5Yt956qyZMmKAFCxbokEMOMVVHIHa7Xb169dITTzzh83XX4MPFF1+ssWPH6p133tHo0aM1bdo0FRQU6Mwzzwx4jD/+8Y+aPHmyRo8erYEDB6qgoEA2m00jR450O1cCtVGqXx/FdX0dh4yM8P5zzV+2kL/z0lOo55I/drtdv/3tb3XXXXf5fP2II46QJOe6ZCeddJKee+45tWvXTpmZmZo8ebLefPNNU22PVJsjKdJ9MFA2mKsuXbooIyNDP/zwg8UWR0a0vhOnTJmiyspKnXXWWW7bHWvaff311wRuAABA0iJwAwAAkkqgAccTTzxR1dXVeuutt7R582ZngOakk05yBm6OOOIItwWcO3bsqFWrVnnV9dNPPzlft6pNmzbKy8tTXV1d0MWRO3bsqOXLl8swDLf35qtNLVq00N69e722r1+/3meGTDCO97Z69Wq3O/5ramq0du1aHXPMMc5t7777rg4//HC9//77bu289957LR/XwezgcSQ4Pp/MzMygv5N3331Xp556ql555RW37Xv37lXr1q3dtuXm5uriiy/WxRdfrOrqap133nl66KGHNHbsWGVnZwf8nZlh5VwKV+fOnWUYhoqLi50D6OEK9jvu1auXevXqpb/+9a+aN2+ejj/+eE2aNEkPPvigz/JWztnOnTvru+++0+mnnx60HcXFxerfv7/+9a9/6ZZbbtH777+vESNGKCsrK+B+7777rkaNGqXHH3/cua2ystLrd+7v+I5MhbZt28ZkIfWOHTvKbrdr9erVzuwJqX7h+L1794Z0vbOic+fO2rdvX9D3+t577yk7O1uzZs1y+x1MnjzZqz673a4VK1aod+/e0WiyOnbsqE8//VTl5eVuGSi+viPCvaZFow9K9dNvnnbaafrss8+0ceNGr4wpT2bfs+N8+uWXX9yybDy/v6J1HSspKZFhGF6BcEdGqGMaSAAAgGTEGjcAACCp5ObmSpLPwfABAwYoMzNTjzzyiFq2bKmePXtKqg/oLFiwQF988YVXts3vfvc7LVq0SPPnz3duq6io0IsvvqhOnTqZmoLHU3p6us4//3y99957Wr58udfrO3bscDv+li1b9O677zq37d+/3+d0Mp07d9aCBQtUXV3t3DZjxgxt3LjRchslqV+/fmrTpo0mTZrkVueUKVO8Pl/H3d+ud6cvXLjQ7XOzKtDvMtLatm2rU045RS+88IK2bt3q9brr7yQ9Pd3rLvx33nnHuQaOw65du9yeN2nSRD169JBhGM6Bw86dO6u0tNRt+rCtW7fq3//+t6l2WzmXwnXeeecpPT1d9913n9f7NwzD6/2a4e93XFZW5jWo2qtXL6WlpblNi+XJyjl70UUXafPmzXrppZe86jlw4IAqKirctl188cVasGCBXn31Ve3cuTPoNGmS73Pl2Wef9RpI9vc5DBkyRPn5+Xr44Yfdph90iOTvV6q/3kjSU0895bbdkZU0bNiwiB7P00UXXaT58+dr1qxZXq/t3bvXeU6kp6fLZrO5fY7r1q3T9OnT3fYZMWKE0tLSdP/993tlOEUqk+Z3v/ud6urq9I9//MNt+5NPPimbzeaW0ZGbmxvW9SwafdDh3nvvlWEYuuKKK7Rv3z6v15cuXaqpU6dKMv+eHf8+88wzbuU8zy+r17ENGzY4g0SBHHHEETIMQ9OmTXPb/tZbb0mqX/sOAAAgWZFxAwAAkkrfvn0lSX/5y180cuRIZWZmavjw4crNzVXTpk3Vt29fLViwQMOHD3fe/XzSSSepoqJCFRUVXoGbu+++W2+99ZaGDh2qW2+9VS1bttTUqVO1du1avffee14LXpv1t7/9TZ9//rkGDBig66+/Xj169NDu3bv1zTff6NNPP9Xu3bslSddff73+8Y9/6Morr9TSpUvVrl07vfbaa2ratKlXndddd53effddnXnmmbrooov0yy+/6PXXX/daX8CszMxMPfjgg7rxxht12mmn6eKLL9batWs1efJkrwyes846S++//77OPfdcDRs2TGvXrtWkSZPUo0cPn4OAZjh+l7feequGDBmi9PR0jRw5MqS6zJg4caJOOOEE9erVS9dff70OP/xwlZSUaP78+dq0aZO+++47SfXv9f7779fVV1+tQYMG6YcfftAbb7zh9ZmcccYZKioq0vHHH6/CwkKtXLlS//jHPzRs2DDnXeojR47U//3f/+ncc8/Vrbfeqv379+v555/XEUccYWrxesn8uRSuzp0768EHH9TYsWO1bt06jRgxQnl5eVq7dq3+/e9/64YbbtAdd9xhuc7mzZtr0qRJysvLU25urgYMGKDvvvtOt9xyiy688EIdccQRqq2t1WuvveYc4PXHyjl7xRVXaNq0afr973+vzz//XMcff7zq6ur0008/adq0aZo1a5b69evnLH/RRRfpjjvu0B133KGWLVuaygw466yz9Nprr6mgoEA9evTQ/Pnz9emnn7qthSRJvXv3Vnp6uh555BGVlpYqKytLp512mtq2bavnn39eV1xxhY499liNHDlSbdq00YYNG/S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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot graphs\n", "import matplotlib.pyplot as plt\n", "for idx, (key, value) in enumerate(flags.items()):\n", " if all(tests[key]):\n", " if any(value):\n", " fig, ax = plt.subplots(figsize=(20,5))\n", " ax2 = ax.twinx()\n", " ax.plot(data['time'], data[par])\n", " ax2.plot(data['time'], value, c=\"r\")\n", " ax2.set_ylim(0,2)\n", " plt.title(f'{key} Code: {qc_code[idx]}')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "* T. Schmidt, J. Stührenberg, N. Blum, J. Lezaca, A. Hammer and T. Vogt, \"A network of all sky imagers (ASI) enabling accurate and high-resolution very short-term forecasts of solar irradiance,\" 21st Wind & Solar Integration Workshop (WIW 2022), Hybrid Conference, The Hague, Netherlands, 2022, pp. 372-378, doi: [10.1049/icp.2022.2778](https://doi.org/10.1049/icp.2022.2778)." ] }, { "cell_type": "code", "execution_count": null, "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }