{ "cells": [ { "cell_type": "markdown", "id": "27797c81", "metadata": {}, "source": [ "# Optimization of wind farm including neighbouring turbines\n", "In Topfarm you have the option to include neighbouring wind turbines in your optimization. This means that the wakes from these turbines will be considered when calulating the optimal AEP, but their positions are not considered design variables. Note that the accuaracy of this is dependent on the distance to the neighbouring wind turbines and your wind farm models ability to predict long distance wakes." ] }, { "cell_type": "code", "execution_count": 0, "metadata": {}, "outputs": [], "source": "# Install TopFarm if needed\nimport importlib\nif not importlib.util.find_spec(\"topfarm\"):\n !pip install git+https://gitlab.windenergy.dtu.dk/TOPFARM/TopFarm2.git" }, { "cell_type": "code", "execution_count": 3, "id": "f9e6e2a4", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import topfarm\n", "from topfarm import TopFarmProblem\n", "from topfarm.constraint_components.boundary import XYBoundaryConstraint\n", "from topfarm.constraint_components.spacing import SpacingConstraint\n", "from topfarm.cost_models.py_wake_wrapper import PyWakeAEPCostModelComponentAdditionalTurbines\n", "from topfarm.easy_drivers import EasyScipyOptimizeDriver\n", "from topfarm.plotting import XYPlotComp\n", "from topfarm.cost_models.cost_model_wrappers import AEPCostModelComponent\n", "\n", "from py_wake.deficit_models.gaussian import BastankhahGaussian\n", "from py_wake.utils.gradients import autograd\n", "from py_wake.validation.lillgrund import wt_x, wt_y, LillgrundSite, ct_curve, power_curve\n", "from py_wake.wind_turbines import WindTurbine\n", "from py_wake.wind_turbines.power_ct_functions import PowerCtTabular" ] }, { "cell_type": "code", "execution_count": 4, "id": "516bcdad", "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", "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" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\sandbox\\repo\\topfarm\\pywake\\py_wake\\deficit_models\\gaussian.py:127: UserWarning: The BastankhahGaussian model is not representative of the setup used in the literature. For this, use py_wake.literature.gaussian_models.Bastankhah_PorteAgel_2014 instead\n", " DeprecatedModel.__init__(self, 'py_wake.literature.gaussian_models.Bastankhah_PorteAgel_2014')\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Iteration limit reached (Exit mode 9)\n", " Current function value: -36307.44846200584\n", " Iterations: 5\n", " Function evaluations: 5\n", " Gradient evaluations: 5\n", "Optimization FAILED.\n", "Iteration limit reached\n", "-----------------------------------\n", "Optimized in\t102.574s\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x2 = np.array([363089.20620581, 362841.19815026, 363024.53745529, 363202.56273871,\n", " 362627.89297065, 363352.67353534, 362882.00280241, 362774.92495544,\n", " 363488.38307778, 362491.87485306, 363244.96531305, 363181.03168444,\n", " 362454.34857131, 363640.1295227 , 362609.32998744, 362909.74450436,\n", " 363554.08869674, 362254.36079251, 363543.89240439, 362963.61115875,\n", " 362482.47585633, 363819.8209275 , 362305.36330315, 363189.81567612,\n", " 363439.03577114, 362141.72363739, 363833.70922823, 362638.81518275,\n", " 362677.64959042, 363857.74204276, 362047.26220207, 363541.54387668,\n", " 363172.26863347, 362183.59639605, 364044.33022603, 362278.14662334,\n", " 363005.25808714, 363734.05077116, 361897.72732477, 363893.16789162,\n", " 362796.78418716, 362387.86536213, 364121.72384201, 361953.11392421,\n", " 363413.71283633, 363453.74796523, 361900.61873674, 364175.02685267,\n", " 362371.77324208])\n", "y2 = np.array([6154000. , 6153854.5244973 , 6154279.59164709,\n", " 6153735.79277733, 6154065.82049407, 6154224.34203495,\n", " 6153561.05630649, 6154433.36830217, 6153821.6432833 ,\n", " 6153790.2533259 , 6154523.47664532, 6153422.84246344,\n", " 6154316.21615621, 6154140.73067986, 6153444.31210837,\n", " 6154696.49543065, 6153533.01345979, 6153969.1654778 ,\n", " 6154541.2455867 , 6153213.05775872, 6154620.16688662,\n", " 6153889.69425372, 6153516.6898791 , 6154843.74971121,\n", " 6153233.82403924, 6154273.81356891, 6154385.19480965,\n", " 6153136.96734381, 6154896.21625677, 6153549.19482153,\n", " 6153748.86137406, 6154842.22515422, 6152997.6181212 ,\n", " 6154632.26883894, 6154086.52062451, 6153219.69765135,\n", " 6155077.84457572, 6153190.81616147, 6154102.15838379,\n", " 6154677.88258593, 6152882.94617467, 6154972.74316899,\n", " 6153692.58200013, 6153462.7553504 , 6155115.91934059,\n", " 6152885.37941837, 6154521.01729715, 6154362.27333719,\n", " 6152928.04241305])\n", "wind_turbines = WindTurbine('SWT2p3_93_65', 92.6, 65, PowerCtTabular(ct_curve[:,0],power_curve[:,1], 'kW', ct_curve[:,1]))\n", "n_wt = len(wt_x)\n", "site = LillgrundSite()\n", "wf_model = BastankhahGaussian(site, wind_turbines)\n", "constraint_comp = XYBoundaryConstraint(np.asarray([wt_x, wt_y]).T)\n", "cost_comp = PyWakeAEPCostModelComponentAdditionalTurbines(windFarmModel=wf_model,\n", " n_wt=n_wt,\n", " add_wt_x=x2,\n", " add_wt_y=y2,\n", " grad_method=autograd)\n", "plot_comp = XYPlotComp()\n", "problem = TopFarmProblem(design_vars={'x': wt_x, 'y': wt_y},\n", " constraints=[constraint_comp, SpacingConstraint(min_spacing=wind_turbines.diameter() * 2)],\n", " cost_comp=cost_comp,\n", " driver=EasyScipyOptimizeDriver(optimizer='SLSQP', maxiter=5),\n", " plot_comp=plot_comp)\n", "\n", "cost, state, recorder = problem.optimize(disp=True)\n", "plt.figure()\n", "plt.plot(np.concatenate((wt_x, x2)), np.concatenate((wt_y, y2)), '2k')\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:wimby]", "language": "python", "name": "conda-env-wimby-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": "3.9.0" } }, "nbformat": 4, "nbformat_minor": 5 }