{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example for using the WindpowerlibTurbine model\n", "\n", "The `WindpowerlibTurbine` model can be used to determine the feed-in of a wind turbine using the windpowerlib.\n", "The [windpowerlib](https://github.com/wind-python/windpowerlib) is a python library for simulating the performance of wind turbines and farms. For more information about the model check the [documentation of the windpowerlib](https://windpowerlib.readthedocs.io/en/stable/).\n", "\n", "The following example shows you how to use the `WindpowerlibTurbine` model.\n", "\n", "* [Set up WindPowerPlant object](#windpowerplant_object)\n", "* [Get weather data](#weather_data)\n", "* [Calculate feed-in](#feedin)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up WindPowerPlant object \n", "\n", "To calculate the feed-in using the `WindpowerlibTurbine` model you have to set up a `WindPowerPlant` object. You can import it as follows:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from feedinlib import WindPowerPlant" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The wind power plant must have all power plant parameters required by the `WindpowerlibTurbine` model. The required parameters can be looked up in the [model's documentation](https://feedinlib.readthedocs.io/en/features-design-skeleton/temp/feedinlib.models.WindpowerlibTurbine.html#feedinlib.models.WindpowerlibTurbine.power_plant_requires).\n", "\n", "The `WindpowerlibTurbine` model requires you to provide the turbine's **hub height** as well as the turbine's **power curve** or **power coefficient curve**. Alternatively to providing the curve(s) directly you can provide the **turbine type** which will retrieve the turbine's power and/or power coefficient curve from a wind turbine library provided along with the windpowerlib. For an overview of the provided wind turbines you can use the function `get_power_plant_data()`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from feedinlib import get_power_plant_data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " manufacturer turbine_type has_power_curve has_cp_curve\n", "1 Enercon E-101/3050 True True\n", "2 Enercon E-101/3500 True True\n", "3 Enercon E-115/3000 True True\n", "4 Enercon E-115/3200 True True" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get wind turbines\n", "turbine_df = get_power_plant_data(dataset='oedb_turbine_library')\n", "# print the first four turbines\n", "turbine_df.iloc[1:5, :]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now you can set up a wind turbine to calculate feed-in for:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# set up wind turbine using the wind turbine library\n", "turbine_data = {\n", " 'turbine_type': 'E-101/3050', # turbine name as in turbine library\n", " 'hub_height': 135 # in m\n", " }\n", "wind_turbine = WindPowerPlant(**turbine_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get weather data \n", "\n", "Besides setting up your wind turbine you have to provide weather data the feed-in is calculated with.\n", "This example uses open_FRED weather data. For more information on the data and download see the [load_open_fred_weather_data Notebook](load_open_fred_weather_data.ipynb)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from feedinlib.open_FRED import Weather\n", "from feedinlib.open_FRED import defaultdb\n", "from shapely.geometry import Point" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# specify latitude and longitude of wind turbine location\n", "location = Point(13.5, 52.4)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# download weather data for June 2017\n", "open_FRED_weather_data = Weather(\n", " start='2017-06-01', stop='2017-07-01', \n", " locations=[location],\n", " heights=[140, 160],\n", " variables=\"windpowerlib\",\n", " **defaultdb())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# get weather data in windpowerlib format\n", "weather_df = open_FRED_weather_data.df(location=location, lib=\"windpowerlib\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/birgit/virtualenvs/feedinlib/lib/python3.6/site-packages/pandas/core/arrays/datetimes.py:1172: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", " \"will drop timezone information.\", UserWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot wind speed\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "weather_df.loc[:, ['wind_speed']].plot(title='Wind speed')\n", "plt.xlabel('Time')\n", "plt.ylabel('Wind speed in m/s');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate feed-in \n", "\n", "The feed-in can be calculated by calling the `WindPowerPlant`'s `feedin` method with the weather data." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "feedin = wind_turbine.feedin(\n", " weather=weather_df)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot calculated feed-in\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "feedin.plot(title='Wind turbine feed-in')\n", "plt.xlabel('Time')\n", "plt.ylabel('Power in W');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Scaled feed-in**\n", "\n", "The wind turbine feed-in can also be automatically scaled by the turbine's nominal power." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# calculate scaled feed-in\n", "feedin_scaled = wind_turbine.feedin(\n", " weather=weather_df,\n", " scaling='nominal_power')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The turbine's nominal power can be retrieved as follows:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3050000.0" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "wind_turbine.nominal_power" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot calculated feed-in\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "feedin_scaled.plot(title='Scaled wind turbine feed-in')\n", "plt.xlabel('Time')\n", "plt.ylabel('Power in W');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Feed-in with optional model parameters**\n", "\n", "In order to change the default calculation configurations of the `WindpowerlibTurbine` model to e.g. use the turbine's power coefficient curve instead of power curve you can pass further parameters to the `feedin` method. An overview of which further parameters may be provided is documented under the [feedin method](https://feedinlib.readthedocs.io/en/features-design-skeleton/temp/feedinlib.models.WindpowerlibTurbine.html#feedinlib.models.WindpowerlibTurbine.feedin)'s kwargs." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# use density corrected power curve to calculate feed-in\n", "feedin_density_corrected = wind_turbine.feedin(\n", " weather=weather_df,\n", " density_correction=True)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/birgit/virtualenvs/feedinlib/lib/python3.6/site-packages/pandas/core/arrays/datetimes.py:1172: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", " \"will drop timezone information.\", UserWarning)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot calculated feed-in\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "feedin_density_corrected.plot(title='Wind turbine feed-in', legend=True,\n", " label='density corrected power curve')\n", "feedin.plot(legend=True, label='power curve')\n", "plt.xlabel('Time')\n", "plt.ylabel('Power in W');" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# use power coefficient curve to calculate feed-in\n", "feedin_coefficient_curve = wind_turbine.feedin(\n", " weather=weather_df,\n", " power_output_model='power_coefficient_curve')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/birgit/virtualenvs/feedinlib/lib/python3.6/site-packages/pandas/core/arrays/datetimes.py:1172: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n", " \"will drop timezone information.\", UserWarning)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot calculated feed-in\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "feedin_coefficient_curve.plot(title='Wind turbine feed-in', legend=True,\n", " label='power coefficient curve')\n", "feedin.plot(legend=True, label='power curve')\n", "plt.xlabel('Time')\n", "plt.ylabel('Power in W');" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }