{ "cells": [ { "cell_type": "markdown", "id": "9f505ccf", "metadata": {}, "source": [ "# Smart start with different predefined turbine types\n", "Smart start is a greedy algorithm that could improve your initial layout before optimization by successively placing a turbine and performing an AEP-map computation (calculating AEP for a range of grid points specified by the user).\n", "This example shows how to use smart start on a wind farm comprised of a know number of different turbine types." ] }, { "cell_type": "markdown", "id": "0e4a7010", "metadata": {}, "source": [ "**Install TOPFARM if needed**" ] }, { "cell_type": "code", "execution_count": 5, "id": "53af9227", "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": "code", "execution_count": 1, "id": "6e146314", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from topfarm._topfarm import TopFarmProblem\n", "from topfarm.constraint_components.boundary import CircleBoundaryConstraint\n", "from topfarm.constraint_components.spacing import SpacingTypeConstraint\n", "from topfarm.plotting import XYPlotComp\n", "from topfarm.easy_drivers import EasyScipyOptimizeDriver\n", "from topfarm.cost_models.py_wake_wrapper import PyWakeAEPCostModelComponent\n", "from py_wake.examples.data.iea37._iea37 import IEA37Site\n", "from py_wake.deficit_models.gaussian import IEA37SimpleBastankhahGaussian\n", "from py_wake.wind_turbines import WindTurbines\n", "from py_wake.wind_turbines.power_ct_functions import CubePowerSimpleCt" ] }, { "cell_type": "markdown", "id": "b554eebc", "metadata": {}, "source": [ "## Setup problem\n", "Here a site with 3 different generic turbine types is instantiated. Note that here we also establish how many of each type is present in the farm; 5 x T1, 6 x T2 and 5 x T3" ] }, { "cell_type": "code", "execution_count": 13, "id": "dc700748", "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": [ "%%capture\n", "n_wt = 16\n", "site = IEA37Site(n_wt)\n", "windTurbines = WindTurbines(names=['T1', 'T2', 'T3'],\n", " diameters=[110, 130, 150],\n", " hub_heights=[110, 130, 150],\n", " powerCtFunctions = [CubePowerSimpleCt(power_rated=200 * 110 ** 2, power_unit='W'),\n", " CubePowerSimpleCt(power_rated=200 * 130 ** 2, power_unit='W'),\n", " CubePowerSimpleCt(power_rated=200 * 150 ** 2, power_unit='W')],)\n", "windFarmModel = IEA37SimpleBastankhahGaussian(site, windTurbines)\n", "init_types = 5 * [2] + 6 * [1] + 5 *[0]\n", "tf = TopFarmProblem(\n", " design_vars=dict(zip('xy', site.initial_position.T)),\n", " cost_comp=PyWakeAEPCostModelComponent(windFarmModel, n_wt, additional_input=[('type', np.zeros(n_wt))], grad_method=None), \n", " driver=EasyScipyOptimizeDriver(maxiter=50),\n", " constraints=[CircleBoundaryConstraint([0, 0], 1300.1),\n", " SpacingTypeConstraint([windTurbines.diameter(t) * 3.5 for t in [0, 1, 2]])],\n", " plot_comp=XYPlotComp())\n", "tf['type']=init_types\n", "x = np.linspace(-1300,1300,51)\n", "y = np.linspace(-1300,1300,51)\n", "YY, XX = np.meshgrid(y, x)" ] }, { "cell_type": "markdown", "id": "fe4eb661", "metadata": {}, "source": [ "## Evaluate and optimize the problem with and without smart start" ] }, { "cell_type": "code", "execution_count": 14, "id": "d6848721", "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" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "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", "Iteration limit reached (Exit mode 9)\n", " Current function value: -170.58492340189144\n", " Iterations: 50\n", " Function evaluations: 50\n", " Gradient evaluations: 50\n", "Optimization FAILED.\n", "Iteration limit reached\n", "-----------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Smartstart: 100%|\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588\u2588| 16/16 [00:06<00:00, 2.49it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1961 possible points, 16 wt, 122.6 points pr wt, 4(0%) unused points\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": [ "\n" ] }, { "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", "Iteration limit reached (Exit mode 9)\n", " Current function value: -174.39482545575413\n", " Iterations: 50\n", " Function evaluations: 50\n", " Gradient evaluations: 50\n", "Optimization FAILED.\n", "Iteration limit reached\n", "-----------------------------------\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initial layout:\n", "cost1, state1 = tf.evaluate(dict(zip('xy', site.initial_position.T)))\n", "# initial layout + optimization:\n", "cost2, state2, recorder2 = tf.optimize()\n", "# smart start:\n", "tf.smart_start(XX, YY, tf.cost_comp.get_aep4smart_start(type=init_types))\n", "cost3, state3 = tf.evaluate()\n", "# smart start + optimization:\n", "cost4, state4, recorder4 = tf.optimize()" ] }, { "cell_type": "code", "execution_count": 15, "id": "a8e3065b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "initial : 168.4\n", "initial + 50 iter. optimization : 170.6\n", "smart start : 172.7\n", "smart start + 50 iter. optimization: 174.4\n" ] } ], "source": [ "costs = [cost1, cost2, cost3, cost4]\n", "strings = ['initial', 'initial + 50 iter. optimization', 'smart start', 'smart start + 50 iter. optimization']\n", "for s, c in zip(strings, costs):\n", " print(f'{s:35}: {abs(c):.1f}')" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:tf]", "language": "python", "name": "conda-env-tf-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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 5 }