{ "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 = '/tscratch/lcheung/HFM/exawind-benchmarks/NREL5MW_ALM_RIGID_OFv402.redo/'\n", "bladefile = rundir+'/T0_NREL5MW_v402_RIGID/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_RIGID/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 /tscratch/lcheung/HFM/exawind-benchmarks/NREL5MW_ALM_RIGID_OFv402.redo//T0_NREL5MW_v402_RIGID/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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "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 5877 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 }