{ "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": "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": [ "## Import section" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "0tTJQPtBHbXU" }, "outputs": [], "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\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": [ "## Set up site and optimization problem\n", "The bathymetry example with maximum water depth constraint can be solved using the polygon tracing the maximum water depth as an exclusion zone by utilizing the boundary_type='multi_polygon' keyword." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "2vx4s8huHfXq" }, "outputs": [], "source": [ "site = ParqueFicticioOffshore()\n", "site.bounds = 'ignore'\n", "x_init, y_init = site.initial_position[:,0], site.initial_position[:,1]\n", "boundary = site.boundary\n", "# # # Wind turbines and wind farm model definition\n", "windTurbines = IEA37_WindTurbines() \n", "wfm = IEA37SimpleBastankhahGaussian(site, windTurbines)\n", "\n", "wsp = np.asarray([10, 15])\n", "wdir = np.arange(0,360,45)\n", "maximum_water_depth = -52\n", "n_wt = x_init.size\n", "maxiter = 10\n", "\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]))\n", "\n", "\n", "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", "tol = 1e-8\n", "ec = 1e-2\n", "min_spacing = 260\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", "problem = TopFarmProblem(design_vars={'x': x_init, 'y': y_init},\n", " constraints=[XYBoundaryConstraint([(boundary, 1), (np.asarray((xs,ys)).T, 0)], boundary_type='multi_polygon'),\n", " SpacingConstraint(min_spacing)],\n", " cost_comp=cost_comp,\n", " driver=EasyScipyOptimizeDriver(optimizer='SLSQP', maxiter=maxiter, tol=tol),\n", " plot_comp=XYPlotComp(),\n", " expected_cost=ec)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Optimize" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 696 }, "id": "K2ch8htcRrf_", "outputId": "4392438c-6533-4336-fbe2-acc698ed84f6" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Iteration limit reached (Exit mode 9)\n", " Current function value: [-21349.45028495]\n", " Iterations: 10\n", " Function evaluations: 10\n", " Gradient evaluations: 10\n", "Optimization FAILED.\n", "Iteration limit reached\n", "-----------------------------------\n", "Optimization took: 24s\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "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": [ "## Check the max water depth" ] }, { "cell_type": "code", "execution_count": 7, "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": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "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": [ "## Check the initial- and optimized layout wrt. the water depth boundary " ] }, { "cell_type": "code", "execution_count": 8, "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": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "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:non_convex]", "language": "python", "name": "conda-env-non_convex-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 }