{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimization with exclusion zones" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Try this yourself](https://colab.research.google.com/github/DTUWindEnergy/TopFarm2/blob/master/docs/notebooks/bathymetry.ipynb) (requires google account)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, the bathymetric optimization problem is solved for a maximum water depth permissible and with the addition of exlusion zones, which add boundary constraints to the optimization problem. The exclusion zone is characterized for having a larger water depth than allowed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Install TOPFARM if needed**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Install TopFarm if needed\n", "import importlib\n", "if not importlib.util.find_spec(\"topfarm\"):\n", " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/TopFarm2.git" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Install packages if running in Colab**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "3yhWisczHKap" }, "outputs": [], "source": [ "try:\n", " RunningInCOLAB = 'google.colab' in str(get_ipython())\n", "except NameError:\n", " RunningInCOLAB = False" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "id": "mGJDyPJrHQzm" }, "outputs": [], "source": [ "%%capture\n", "if RunningInCOLAB:\n", " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/PyWake.git\n", " !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/TopFarm2.git\n", " !pip install scipy==1.6.3 # constraint is not continuous which trips vers. 1.4.1 which presently is the default version\n", " import os\n", " os.kill(os.getpid(), 9)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**First we import basic Python elements and some TOPFARM classes**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "0tTJQPtBHbXU" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\mikf\\Anaconda3\\envs\\om3\\lib\\site-packages\\openmdao\\utils\\general_utils.py:128: OMDeprecationWarning:simple_warning is deprecated. Use openmdao.utils.om_warnings.issue_warning instead.\n", "C:\\Users\\mikf\\Anaconda3\\envs\\om3\\lib\\site-packages\\openmdao\\utils\\notebook_utils.py:157: UserWarning:Tabulate is not installed. Run `pip install openmdao[notebooks]` to install required dependencies. Using ASCII for outputs.\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import time\n", "\n", "from topfarm.cost_models.cost_model_wrappers import CostModelComponent\n", "from topfarm.easy_drivers import EasyScipyOptimizeDriver\n", "from topfarm import TopFarmProblem\n", "from topfarm.plotting import NoPlot, XYPlotComp\n", "from topfarm.constraint_components.boundary import XYBoundaryConstraint, InclusionZone, ExclusionZone\n", "from topfarm.constraint_components.spacing import SpacingConstraint\n", "from topfarm.examples.data.parque_ficticio_offshore import ParqueFicticioOffshore\n", "\n", "from py_wake.deficit_models.gaussian import IEA37SimpleBastankhahGaussian\n", "from py_wake.examples.data.iea37._iea37 import IEA37_WindTurbines" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Setting up the site and exclusion zone**\n", "\n", "To set up the exlusion zone, we use polygon tracing for the maximum water depth by utilizing the **boundary_type='multipolygon'** keyword." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "2vx4s8huHfXq" }, "outputs": [], "source": [ "#setting up the site and the initial position of turbines\n", "site = ParqueFicticioOffshore()\n", "site.bounds = 'ignore'\n", "x_init, y_init = site.initial_position[:,0], site.initial_position[:,1]\n", "boundary = site.boundary\n", "\n", "#Wind turbines and wind farm model definition\n", "windTurbines = IEA37_WindTurbines() \n", "wfm = IEA37SimpleBastankhahGaussian(site, windTurbines)\n", "\n", "#parameters for the AEP calculation \n", "wsp = np.asarray([10, 15])\n", "wdir = np.arange(0,360,45)\n", "n_wt = x_init.size\n", "\n", "#setting up the exclusion zone\n", "maximum_water_depth = -52\n", "values = site.ds.water_depth.values\n", "x = site.ds.x.values\n", "y = site.ds.y.values\n", "levels = np.arange(int(values.min()), int(values.max()))\n", "max_wd_index = int(np.argwhere(levels==maximum_water_depth))\n", "cs = plt.contour(x, y , values.T, levels)\n", "lines = []\n", "for line in cs.collections[max_wd_index].get_paths():\n", " lines.append(line.vertices)\n", "plt.close()\n", "xs = np.hstack((lines[0][:,0],lines[1][:,0]))\n", "ys = np.hstack((lines[0][:,1],lines[1][:,1]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now we set up the objective function,** `CostModelComponent` **and** `TopFarmProblem`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: checking out_of_order\n", "INFO: checking system\n", "INFO: checking solvers\n", "INFO: checking dup_inputs\n", "INFO: checking missing_recorders\n", "INFO: checking unserializable_options\n", "INFO: checking comp_has_no_outputs\n", "INFO: checking auto_ivc_warnings\n" ] } ], "source": [ "def aep_func(x, y, **kwargs):\n", " simres = wfm(x, y, wd=wdir, ws=wsp)\n", " aep = simres.aep().values.sum()\n", " water_depth = np.diag(wfm.site.ds.interp(x=x, y=y)['water_depth'])\n", " return [aep, water_depth]\n", " \n", "#parameters for the optimization problem\n", "tol = 1e-8\n", "ec = 1e-2\n", "maxiter = 30\n", "min_spacing = 260\n", "\n", "#Cost model component and Topfarm problem\n", "\n", "cost_comp = CostModelComponent(input_keys=[('x', x_init),('y', y_init)],\n", " n_wt=n_wt,\n", " cost_function=aep_func,\n", " objective=True,\n", " maximize=True,\n", " output_keys=[('AEP', 0), ('water_depth', np.zeros(n_wt))]\n", " )\n", "\n", "problem = TopFarmProblem(design_vars={'x': x_init, 'y': y_init},\n", " constraints=[XYBoundaryConstraint([InclusionZone(boundary), ExclusionZone(np.asarray((xs,ys)).T)], boundary_type='multi_polygon'),\n", " SpacingConstraint(min_spacing)],\n", " cost_comp=cost_comp,\n", " n_wt = n_wt,\n", " driver=EasyScipyOptimizeDriver(optimizer='SLSQP', maxiter=maxiter, tol=tol),\n", " plot_comp=XYPlotComp(),\n", " expected_cost=ec)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Now we run the optimization**" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 696 }, "id": "K2ch8htcRrf_", "outputId": "4392438c-6533-4336-fbe2-acc698ed84f6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "INFO: checking out_of_order\n", "INFO: checking system\n", "INFO: checking solvers\n", "INFO: checking dup_inputs\n", "INFO: checking missing_recorders\n", "INFO: checking unserializable_options\n", "INFO: checking comp_has_no_outputs\n", "INFO: checking auto_ivc_warnings\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Iteration limit reached (Exit mode 9)\n", " Current function value: [-23868.45951881]\n", " Iterations: 30\n", " Function evaluations: 30\n", " Gradient evaluations: 30\n", "Optimization FAILED.\n", "Iteration limit reached\n", "-----------------------------------\n", "Optimization took: 44s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "tic = time.time()\n", "\n", "cost, state, recorder = problem.optimize()\n", "toc = time.time()\n", "print('Optimization took: {:.0f}s'.format(toc-tic))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can see the exclusion zone and how the optimized turbine positions stay away from this area. The turbines are positioned at the boundaries and the improvement in AEP is of 4.88% compared to the baseline." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use the recorder to plot the evolution of the water depth with each iteration." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "id": "kcPpUlrD2uZv", "outputId": "b911777b-260f-4cec-e279-1dd2ec84b580" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Max depth [m]')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(recorder['water_depth'].min((1)))\n", "plt.plot([0,recorder['water_depth'].shape[0]],[maximum_water_depth, maximum_water_depth])\n", "plt.xlabel('Iteration')\n", "plt.ylabel('Max depth [m]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also visualize the initial vs optimized layout as countour plots that show the water depth. Note how it is clear how the optimized positions do not cross the boundary set for the water depth." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 312 }, "id": "RNHPmnZN4MpG", "outputId": "dbd9f647-0aab-4d12-c4e4-b02996779c64" }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Max Water Depth Boundary: -52 m')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cs = plt.contour(x, y , values.T, levels)\n", "fig2, ax2 = plt.subplots(1)\n", "site.ds.water_depth.plot(ax=ax2, levels=100)\n", "ax2.plot(xs, ys)\n", "problem.model.plot_comp.plot_initial2current(x_init, y_init, state['x'], state['y'])\n", "ax2.set_title(f'Max Water Depth Boundary: {maximum_water_depth} m')" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "bathymetry.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python [conda env:om3]", "language": "python", "name": "conda-env-om3-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 1 }