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docs/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter.py
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""" | ||
GridStat: WRF and MMA Fire Perimeter | ||
==================================== | ||
model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter.conf | ||
""" | ||
############################################################################## | ||
# .. contents:: | ||
# :depth: 1 | ||
# :local: | ||
# :backlinks: none | ||
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||
############################################################################## | ||
# Scientific Objective | ||
# -------------------- | ||
# | ||
# This use case demonstrates the use of GridStat to evaluate the performance of the | ||
# fire spread forecast from the WRF-Fire model for the 416 fire in Colorado in 2018. | ||
# Using available fire perimeter observations and WRF-Fire forecasts, | ||
# contingency statistics are produced to evaluate the forecast performance | ||
# relative to the observed fire. | ||
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############################################################################## | ||
# Version Added | ||
# ------------- | ||
# | ||
# METplus version 6.0 | ||
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############################################################################## | ||
# Datasets | ||
# -------- | ||
# | ||
# | ||
# **Forecast:** WRF Fire | ||
# | ||
# **Observations:** Multimission Aircraft (MMA) | ||
# | ||
# **Location:** All of the input data required for this use case can be | ||
# found in a sample data tarball. Each use case category will have | ||
# one or more sample data tarballs. It is only necessary to download | ||
# the tarball with the use case’s dataset and not the entire collection | ||
# of sample data. Click here to access the METplus releases page and download sample data | ||
# for the appropriate release: https://github.com/dtcenter/METplus/releases | ||
# This tarball should be unpacked into the directory that you will | ||
# set the value of INPUT_BASE. See :ref:`running-metplus` section for more information. | ||
# | ||
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############################################################################## | ||
# METplus Components | ||
# ------------------ | ||
# | ||
# This use case uses the UserScript wrapper to run a Python script to that | ||
# converts KML fire perimeter files to the poly line format that can be read by | ||
# MET. Then it runs GenVxMask to create gridded MET NetCDF files from the poly | ||
# files. Then it runs GridStat to process the WRF fire forecast files and the | ||
# observation mask files. | ||
# | ||
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############################################################################## | ||
# METplus Workflow | ||
# ---------------- | ||
# | ||
# **Beginning time (INIT_BEG):** 2018-06-01 at 16Z | ||
# | ||
# **End time (INIT_END):** 2018-06-01 at 16Z | ||
# | ||
# **Increment between beginning and end times (INIT_INCREMENT):** None | ||
# | ||
# **Sequence of forecast leads to process (LEAD_SEQ):** 4 hour, 23 hour, 32 hour | ||
# | ||
# This use case processes 3 forecast leads initialized at 16Z on June 1, 2018, running 3 times. | ||
# First, the UserScript tool is called. This tool calls a Python script to convert the | ||
# kml shapefiles to polylines. Then, GenVxMask is run to convert the shapefile | ||
# produced by UserScript to a netCDF mask, providing the observation input for GridStat. | ||
# Finally, GridStat is called to compare the WRF-Fire forecast of fire area to the | ||
# observation mask created using the GenVxMask tool. The GridStat call uses Python Embedding | ||
# in order to read the WRF-Fire subgrid into GridStat. | ||
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############################################################################## | ||
# METplus Configuration | ||
# --------------------- | ||
# | ||
# METplus first loads the default configuration file, | ||
# then it loads any configuration files passed to METplus via the command line | ||
# e.g. parm/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter.conf | ||
# | ||
# .. highlight:: bash | ||
# .. literalinclude:: ../../../../parm/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter.conf | ||
# | ||
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############################################################################## | ||
# MET Configuration | ||
# ----------------- | ||
# | ||
# METplus sets environment variables based on user settings in the METplus | ||
# configuration file. See :ref:`How METplus controls MET config file settings<metplus-control-met>` for more details. | ||
# | ||
# **YOU SHOULD NOT SET ANY OF THESE ENVIRONMENT VARIABLES YOURSELF! THEY WILL BE OVERWRITTEN BY METPLUS WHEN IT CALLS THE MET TOOLS!** | ||
# | ||
# If there is a setting in the MET configuration file that is currently | ||
# not supported by METplus you’d like to control, please refer to: | ||
# :ref:`Overriding Unsupported MET config file settings<met-config-overrides>` | ||
# | ||
# .. dropdown:: GridStatConfig_wrapped | ||
# | ||
# .. highlight:: bash | ||
# .. literalinclude:: ../../../../parm/met_config/GridStatConfig_wrapped | ||
# | ||
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############################################################################## | ||
# Python Embedding | ||
# ---------------- | ||
# | ||
# This use case uses a Python embedding script to read the WRF-Fire forecast into GridStat. | ||
# The script hard codes settings directly from WRF-Fire for the WRF-Fire netCDF variable name (FIRE_AREA) | ||
# as well as the format of the WRF-Fire forecast file template. The input directory and valid time | ||
# are read from the METplus script. Once the file(s) are found, the script sets attributes for | ||
# initiation and valid times, variable name, level, and units in MET format and defines a grid | ||
# based on the input WRF-Fire netCDF file's subgrid. The data from the FIRE_AREA variable and MET attributes | ||
# are then printed to be read in by GridStat. | ||
# | ||
# .. dropdown:: parm/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter/read_wrfout_fire.py | ||
# | ||
# .. highlight:: python | ||
# .. literalinclude:: ../../../../parm/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter/read_wrfout_fire.py | ||
# | ||
# For more information on the basic requirements to utilize Python Embedding in METplus, | ||
# please refer to the MET User’s Guide section on `Python embedding <https://met.readthedocs.io/en/latest/Users_Guide/appendixF.html#appendix-f-python-embedding>`_ | ||
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############################################################################## | ||
# User Scripting | ||
# -------------- | ||
# | ||
# This use case calls a Python script to read MMA fire perimeter .kml files and convert them | ||
# into a poly line file that can be read by GenVxMask. The script hard codes the filename template | ||
# for the .kml files and a valid time format. This valid time format is provided by the METplus configuration file. | ||
# The script the sets up a variable for the previous valid time and an output file path. | ||
# If a .kml file is not found for the current valid time, the script searches for a .kml file | ||
# from the previous hours. Once a file is found, the Python script parses the input file to find | ||
# the set of coordinates that define the fire perimeter. These coordinates are then written to | ||
# a text file (.poly file) in the order longitude, latitude, elevation for each point. | ||
# This .poly file is then ready to be read in by the GenVxMask tool. | ||
# | ||
# .. dropdown:: parm/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter/find_and_read_fire_perim_poly.py | ||
# | ||
# .. highlight:: python | ||
# .. literalinclude:: ../../../../parm/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter/find_and_read_fire_perim_poly.py | ||
# | ||
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############################################################################## | ||
# Running METplus | ||
# --------------- | ||
# | ||
# Pass the use case configuration file to the run_metplus.py script | ||
# along with any user-specific system configuration files if desired:: | ||
# | ||
# run_metplus.py /path/to/METplus/parm/use_cases/model_applications/fire/GridStat_fcstWRF_obsMMA_fire_perimeter.conf /path/to/user_system.conf | ||
# | ||
# See :ref:`running-metplus` for more information. | ||
# | ||
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############################################################################## | ||
# Expected Output | ||
# --------------- | ||
# | ||
# A successful run will output the following both to the screen and to the logfile:: | ||
# | ||
# INFO: METplus has successfully finished running. | ||
# | ||
# Refer to the value set for **OUTPUT_BASE** to find where the output data was generated. | ||
# There are three groups of outputs. First, three polyline files resulting from the UserScript tool | ||
# | ||
# * poly/fire_perim_20180601_20.poly | ||
# * poly/fire_perim_20180602_15.poly | ||
# * poly/fire_perim_20180603_00.poly | ||
# | ||
# Second, three netCDF files resulting from the GenVxMask tool containing fire perimeter observations | ||
# | ||
# * mask/fire_perim_20180601_20_mask.nc | ||
# * mask/fire_perim_20180602_15_mask.nc | ||
# * mask/fire_perim_20180603_00_mask.nc | ||
# | ||
# Finally, six files from the GridStat tool run with Python Embedding. The .stat files contain the | ||
# CTC and CTS line types for the FIRE_AREA variable at the given lead time (two lines total per stat file). | ||
# The netCDF files contain the following five fields: lat (latitude), lon (longitude), | ||
# FCST_FIRE_AREA_Z0_FULL (fire spread area from the WRF-Fire forecast), OBS_FIRE_PERIM_all_all_FULL (fire spread area from the .kml observations), | ||
# and DIFF_FIRE_AREA_Z0_FIRE_PERIM_all_all_FULL (both the forecast and observed fire spread areas, including overlaps and differences). | ||
# | ||
# * grid_stat/2018060120/grid_stat_040000L_20180601_200000V.stat | ||
# * grid_stat/2018060120/grid_stat_040000L_20180601_200000V_pairs.nc | ||
# * grid_stat/2018060215/grid_stat_230000L_20180602_150000V.stat | ||
# * grid_stat/2018060215/grid_stat_230000L_20180602_150000V_pairs.nc | ||
# * grid_stat/2018060300/grid_stat_320000L_20180603_000000V.stat | ||
# * grid_stat/2018060300/grid_stat_320000L_20180603_000000V_pairs.nc | ||
# | ||
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############################################################################## | ||
# Keywords | ||
# -------- | ||
# | ||
# .. note:: | ||
# | ||
# * UserScriptUseCase | ||
# * GenVxMaskToolUseCase | ||
# * GridStatToolUseCase | ||
# * PythonEmbeddingFileUseCase | ||
# * GRIB2FileUseCase | ||
# * FireAppUseCase | ||
# | ||
# Navigate to the :ref:`quick-search` page to discover other similar use cases. | ||
# | ||
# | ||
# | ||
# sphinx_gallery_thumbnail_path = '_static/fire-GridStat_fcstWRF_obsMMA_fire_perimeter.png' |
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