{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Experiment: Improve Hornsrev1 Layout" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this exercise, you can investigate how changing the turbine positions inside the Hornsrev1 wind farm influences its AEP." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Install PyWake if needed**" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Install PyWake if needed\n", "try:\n", " import py_wake\n", "except ModuleNotFoundError:\n", " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**First we import basic Python elements**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Import and instantiate relevant PyWake objects**\n", "\n", "We operate with four fundamental objects in PyWake, namely `Site`, `WindTurbines` and `WindFarmModel`, as explained in the [Overview](https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/Overview.html) section." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#importing the properties of Hornsrev1, which are already stored in PyWake\n", "from py_wake.examples.data.hornsrev1 import V80 \n", "from py_wake.examples.data.hornsrev1 import Hornsrev1Site \n", "from py_wake.examples.data.hornsrev1 import wt_x, wt_y \n", "\n", "# BastankhahGaussian combines the engineering wind farm model, `PropagateDownwind` with \n", "# the `BastankhahGaussianDeficit` wake deficit model and the `SquaredSum` super position model \n", "from py_wake.literature.gaussian_models import Bastankhah_PorteAgel_2014 \n", "\n", "# After we import the objects we instatiate them:\n", "site = Hornsrev1Site() \n", "wt = V80()\n", "windFarmModel = Bastankhah_PorteAgel_2014(site, wt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The `Site` object\n", "\n", "There are multiple functionalities available from the [Site](https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/Site.html) object as well as wind conditions, probability and geometry of the wind farm. We can e.g. plot the wind rose with a specific number of bins by using the plot_wd_distribution function:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "site.plot_wd_distribution(n_wd=12);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### The `WindTurbine` object\n", "\n", "The [Wind turbine](https://topfarm.pages.windenergy.dtu.dk/PyWake/notebooks/WindTurbines.html) object contains relevant information about the turbine used as well as supplying usefull functions. It holds information about the power curve, ct-curve, hub height and diameter and has a plotting function to visualize the layout of the turbines." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'y [m]')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Original layout\n", "plt.figure()\n", "wt.plot(wt_x, wt_y)\n", "plt.xlabel('x [m]')\n", "plt.ylabel('y [m]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### AEP Calculation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original AEP: 682.040725 GWh\n" ] } ], "source": [ "# Original AEP\n", "aep_ref = windFarmModel(wt_x,wt_y).aep().sum()\n", "print ('Original AEP: %f GWh'%aep_ref)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise: Improve the AEP by modifying turbine locations.\n", "\n", "Modify the x and y offsets for the rows and columns to increase the AEP.\n", "\n", "Note, the turbines positions are limited by a rectangle surrounding the existing layout." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Here we define a function to print and plot your new layout. No need to change anything here\n", "def add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y):\n", " x,y = wt_x, wt_y\n", " y = np.reshape(y,(10,8)).astype(float)\n", " x = np.reshape(x,(10,8)).astype(float)\n", "\n", " x+= np.array(row_offset_x)\n", " y+= np.array(row_offset_y)\n", " x+= np.array(col_offset_x)[:,np.newaxis]\n", " y+= np.array(col_offset_y)[:,np.newaxis]\n", " y = np.maximum(min(wt_y), np.minimum(max(wt_y), y.flatten()))\n", " x = np.maximum(min(wt_x), np.minimum(max(wt_x), x.flatten()))\n", "\n", " plt.plot()\n", " plt.plot(wt_x, wt_y,'b.')\n", " wt.plot(x, y)\n", " aep = windFarmModel(x,y).aep().sum()\n", " print (\"AEP ref\", aep_ref.values)\n", " print (\"AEP\", aep.values)\n", " print (\"Increase: %f %%\"%((aep-aep_ref)/aep_ref*100))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now try to modify the row and column offsets and see if you can improve the AEP**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AEP ref 682.0407252944838\n", "AEP 682.2122958662208\n", "Increase: 0.025155 %\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# =======================================\n", "# Specify offsets \n", "# =======================================\n", "\n", "row_offset_x = np.linspace(0,1,8)* -500\n", "row_offset_y = np.linspace(0,1,8) * 0\n", "\n", "col_offset_x = np.linspace(0,1,10) * 0\n", "col_offset_y = np.linspace(0,1,10) * 0\n", "\n", "add_offset_plot_and_print(row_offset_x, row_offset_y, col_offset_x, col_offset_y)" ] } ], "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": "3.9.13" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }