{ "cells": [ { "cell_type": "markdown", "id": "f539e01f-a78c-4b7c-93dc-9f10a556b9bc", "metadata": {}, "source": [ "# Postprocess openfast results for sectional loads" ] }, { "cell_type": "code", "execution_count": 1, "id": "a6b058e6-fc9c-4f37-a4aa-548e02b898af", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/ascldap/users/lcheung/.local/lib/python3.9/site-packages/pandas/core/computation/expressions.py:21: UserWarning: Pandas requires version '2.8.4' or newer of 'numexpr' (version '2.8.1' currently installed).\n", " from pandas.core.computation.check import NUMEXPR_INSTALLED\n", "/ascldap/users/lcheung/.local/lib/python3.9/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.4' currently installed).\n", " from pandas.core import (\n" ] } ], "source": [ "# Add any possible locations of amr-wind-frontend here\n", "amrwindfedirs = ['/projects/wind_uq/lcheung/amrwind-frontend/',\n", " '/ccs/proj/cfd162/lcheung/amrwind-frontend/']\n", "import sys, os, shutil, io\n", "for x in amrwindfedirs: sys.path.insert(1, x)\n", "\n", "import postproamrwindsample_xarray as ppsample\n", "import postproengine as ppeng\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "id": "24c9310b-140a-4526-a91a-d36c92c828a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# Loaded ruamel.yaml\n" ] } ], "source": [ "# Load ruamel or pyyaml as needed\n", "try:\n", " import ruamel.yaml as yaml\n", " print(\"# Loaded ruamel.yaml\")\n", " useruamel=True\n", " loaderkwargs = {'Loader':yaml.RoundTripLoader}\n", " dumperkwargs = {'Dumper':yaml.RoundTripDumper, 'indent':4, 'default_flow_style':False} \n", "except:\n", " import yaml as yaml\n", " print(\"# Loaded yaml\")\n", " useruamel=False\n", " loaderkwargs = {}\n", " dumperkwargs = {'default_flow_style':False }\n", " \n", "if useruamel: Loader=yaml.load\n", "else: Loader=yaml.safe_load" ] }, { "cell_type": "code", "execution_count": 3, "id": "f4675b4e-4c4e-4683-8dc5-cd1120ba5666", "metadata": {}, "outputs": [], "source": [ "def stringReplaceDict(s, dreplace):\n", " outstr = str(s)\n", " for k, g in dreplace.items():\n", " outstr=outstr.replace(k, g)\n", " return outstr" ] }, { "cell_type": "code", "execution_count": 4, "id": "30081419-b2a4-4cec-8510-0d4bd924748b", "metadata": {}, "outputs": [], "source": [ "def makeSecBladeDF(csvfile, rpts, bladekeysdict):\n", " \"\"\"\n", " Make a dictionary with blade sectional loading quantities\n", " \"\"\"\n", " df=pd.read_csv(csvfile, comment='#',)\n", " bladedf = {}\n", " bladedf['rpts'] = rpts\n", " for k, bladekeys in bladekeysdict.items():\n", " alphadat = [float(df[k][0]) for k in bladekeys]\n", " bladedf[k] = alphadat\n", " return bladedf" ] }, { "cell_type": "code", "execution_count": 5, "id": "f10479db-7c44-48bf-8cdb-f714fa8667d8", "metadata": {}, "outputs": [], "source": [ "# Create a list of blade variables\n", "Npts = 19\n", "prefix='AB1N'\n", "\n", "# Create a dictionary with keys that need to be pulled out\n", "suffixkeys = ['Alpha', 'Phi', 'Cl','Cd', 'Fx','Fy']\n", "blistdict = {}\n", "for suffix in suffixkeys:\n", " blistdict[suffix] = [prefix+('%03i'%i)+suffix for i in range(1, Npts+1)]\n", "\n", "blist = []\n", "for k, g in blistdict.items():\n", " blist += g\n", "bliststr = '[Time, '+', '.join(blist)+']'" ] }, { "cell_type": "code", "execution_count": 6, "id": "8e04daad-ee93-4f49-8c7c-3c443308ad7f", "metadata": {}, "outputs": [], "source": [ "# Get the blade stations\n", "rundir = '/pscratch/lcheung/HFM/exawind-benchmarks/NREL5MW_ALM_BD_OFv402_ROSCO.redo'\n", "bladefile = rundir+'/T0_NREL5MW_v402_ROSCO/openfast/5MW_Baseline/NRELOffshrBsline5MW_AeroDyn_blade.dat'\n", "bladedat = np.genfromtxt(bladefile, skip_header=6, skip_footer=2)" ] }, { "cell_type": "code", "execution_count": 7, "id": "5eec59e2-3550-4b69-a677-2740a7255037", "metadata": {}, "outputs": [], "source": [ "replacedict={'RUNDIR':rundir,\n", " 'RESULTSDIR':'../results/OpenFAST_v402_out',\n", " 'BLADEVARS':bliststr,\n", " }" ] }, { "cell_type": "code", "execution_count": 8, "id": "158f48da-4695-48a2-968d-95b2b8d8dd0e", "metadata": {}, "outputs": [], "source": [ "yamlstring=\"\"\"\n", "globalattributes:\n", " verbose: False\n", " udfmodules: []\n", " executeorder:\n", " - openfast\n", " \n", "trange: &trange [300, 900] # Note: add 15,000 sec to get AMR-Wind time\n", "\n", "openfast:\n", "# For FSI case\n", "- name: NREL5MW_SECLOADS\n", " filename: RUNDIR/T0_NREL5MW_v402_ROSCO/openfast-cpp/5MW_Land_DLL_WTurb_cpp/5MW_Land_DLL_WTurb_cpp.out\n", " vars: BLADEVARS\n", " output_dir: RESULTSDIR\n", " csv: # Store information to CSV files\n", " individual_files: False\n", " operate:\n", " operations: \n", " - mean\n", " trange: *trange\n", "\"\"\"\n", "f = io.StringIO(stringReplaceDict(yamlstring, replacedict))\n", "yamldict = Loader(f, **loaderkwargs)" ] }, { "cell_type": "code", "execution_count": 9, "id": "7595c670-06c0-4d04-968f-bbc3e1148984", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initialized openfast\n", "Running openfast\n", "NREL5MW_SECLOADS /pscratch/lcheung/HFM/exawind-benchmarks/NREL5MW_ALM_BD_OFv402_ROSCO.redo/T0_NREL5MW_v402_ROSCO/openfast-cpp/5MW_Land_DLL_WTurb_cpp/5MW_Land_DLL_WTurb_cpp.out\n", "Initialized csv inside NREL5MW_SECLOADS\n", "Executing csv\n", "Initialized operate inside NREL5MW_SECLOADS\n", "Executing operate\n" ] } ], "source": [ "# Run the driver\n", "ppeng.driver(yamldict, verbose=True)" ] }, { "cell_type": "code", "execution_count": 10, "id": "54dfc41a-acd2-4dcf-835e-6ade0c2d8ff3", "metadata": {}, "outputs": [], "source": [ "d = makeSecBladeDF(replacedict['RESULTSDIR']+'/NREL5MW_SECLOADS_mean.csv', bladedat[:,0], blistdict)\n", "pddf = pd.DataFrame(d).to_csv(replacedict['RESULTSDIR']+'/NREL5MW_SECLOADS_mean_rpts.csv', index=False,float_format='%.15f')" ] }, { "cell_type": "markdown", "id": "ee194890-b10f-49a7-9c72-bd70e947a4fa", "metadata": {}, "source": [ "## Plot the blade loading" ] }, { "cell_type": "code", "execution_count": 11, "id": "17170f24-b508-4545-9109-c6c56f7c92a3", "metadata": {}, "outputs": [], "source": [ "yamlstring=\"\"\"\n", "globalattributes:\n", " verbose: False\n", " udfmodules: []\n", " executeorder:\n", " #- openfast\n", " - plotcsv\n", " \n", "trange: &trange [300, 900] # Note: add 15,000 sec to get AMR-Wind time\n", "\n", "plotcsv:\n", " - name: Blade AOA\n", " xlabel: 'Blade span r [m]'\n", " ylabel: 'AOA [deg]'\n", " title: 'Blade AOA'\n", " figsize: [10,4]\n", " legendopts: {'loc':'upper right'}\n", " savefile: ../results/images/OpenFAST_T0_AOA.png\n", " csvfiles:\n", " - {'file':'RESULTSDIR/NREL5MW_SECLOADS_mean_rpts.csv', 'xcol':'rpts', 'ycol':'Alpha', 'lineopts':{'color':'b', 'lw':1, 'linestyle':'-', 'label':'Alpha'}} \n", " - {'file':'RESULTSDIR/NREL5MW_SECLOADS_mean_rpts.csv', 'xcol':'rpts', 'ycol':'Phi', 'lineopts':{'color':'r', 'lw':1, 'linestyle':'-', 'label':'Phi'}} \n", " \n", " - name: Blade AOA\n", " xlabel: 'Blade span r [m]'\n", " ylabel: 'Cl/Cd [-]'\n", " title: 'Blade Cl/Cd'\n", " figsize: [10,4]\n", " legendopts: {'loc':'upper right'}\n", " savefile: ../results/images/OpenFAST_T0_ClCd.png\n", " csvfiles:\n", " - {'file':'RESULTSDIR/NREL5MW_SECLOADS_mean_rpts.csv', 'xcol':'rpts', 'ycol':'Cl', 'lineopts':{'color':'b', 'lw':1, 'linestyle':'-', 'label':'Cl'}} \n", " - {'file':'RESULTSDIR/NREL5MW_SECLOADS_mean_rpts.csv', 'xcol':'rpts', 'ycol':'Cd', 'lineopts':{'color':'r', 'lw':1, 'linestyle':'-', 'label':'Cd'}} \n", " \n", " - name: Blade loading\n", " xlabel: 'Blade span r [m]'\n", " ylabel: 'Blade forces [N]'\n", " title: 'Blade loading'\n", " figsize: [10,4]\n", " legendopts: {'loc':'upper right'}\n", " savefile: ../results/images/OpenFAST_T0_FxFy.png\n", " csvfiles:\n", " - {'file':'RESULTSDIR/NREL5MW_SECLOADS_mean_rpts.csv', 'xcol':'rpts', 'ycol':'Fx', 'lineopts':{'color':'b', 'lw':1, 'linestyle':'-', 'label':'Fx'}} \n", " - {'file':'RESULTSDIR/NREL5MW_SECLOADS_mean_rpts.csv', 'xcol':'rpts', 'ycol':'Fy', 'lineopts':{'color':'r', 'lw':1, 'linestyle':'-', 'label':'Fy'}} \n", "\n", "\"\"\"\n", "f = io.StringIO(stringReplaceDict(yamlstring, replacedict))\n", "yamldict = Loader(f, **loaderkwargs)" ] }, { "cell_type": "code", "execution_count": 12, "id": "7746a510-6019-4128-beef-83d5e351cf2f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initialized plotcsv\n", "Running plotcsv\n", "Saving ../results/images/OpenFAST_T0_AOA.png\n", "Saving ../results/images/OpenFAST_T0_ClCd.png\n", "Saving ../results/images/OpenFAST_T0_FxFy.png\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run the driver\n", "ppeng.driver(yamldict, verbose=True)" ] }, { "cell_type": "code", "execution_count": 13, "id": "84b3ace6-8183-4174-b1d9-d340cc1ccd78", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook OpenFAST_SectionalLoading.ipynb to script\n", "[NbConvertApp] Writing 5883 bytes to OpenFAST_SectionalLoading.py\n" ] } ], "source": [ "# Write out the notebook to a python script\n", "!jupyter nbconvert --to script OpenFAST_SectionalLoading.ipynb\n", "with open('OpenFAST_SectionalLoading.py', 'r') as f:\n", " lines = f.readlines()\n", "with open('OpenFAST_SectionalLoading.py', 'w') as f:\n", " for line in lines:\n", " if \"'matplotlib', 'inline'\" in line: line = 'plt.show(block=False)'\n", " if 'nbconvert --to script' in line:\n", " break\n", " else:\n", " f.write(line)" ] } ], "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }