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1339 add pm ratios to EMEP reader; add example config for them #1378

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52 changes: 52 additions & 0 deletions docs/_static/aeroval/sample_pm_ratios.py
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@@ -0,0 +1,52 @@
# Example aeroval configuration for pm ratios
# using the EMEP reader (which has a built in pm ratio calculation)

import os
from getpass import getuser

from pyaerocom.aeroval import EvalSetup, ExperimentProcessor
from pyaerocom.aeroval.config.pmratios.base_config import get_CFG

reportyear = year = 2019
CFG = get_CFG(
reportyear=reportyear,
year=year,
# model directory
model_dir="/lustre/storeB/project/fou/kl/CAMEO/u8_cams0201/",
)
user = getuser()

CFG.update(
dict(
json_basedir=os.path.abspath(
f"/home/{user}/data/aeroval-local-web/data"
), # always adjust to your environment
coldata_basedir=os.path.abspath(f"/home/{user}/data/aeroval-local-web/coldata"),
# always adjust to your environment
clear_existing_json=True,
add_model_maps=True,
# if True, the analysis will stop whenever an error occurs (else, errors that
# occurred will be written into the logfiles)
raise_exceptions=False,
modelmaps_opts=dict(maps_freq="monthly", maps_res_deg=5),
# Regional filter for analysis
periods=[f"{year}"],
proj_id="RATPM",
exp_id=f"ratpm testing {year}",
exp_name=f"Evaluation of EMEP runs for {year}",
exp_descr=(
f"Evaluation of EMEP runs for {year} for CAMEO. The EMEP model, is compared against observations from EEA and EBAS."
),
exp_pi="[email protected]",
public=True,
# directory where colocated data files are supposed to be stored
weighted_stats=True,
)
)

stp = EvalSetup(**CFG)

ana = ExperimentProcessor(stp)
ana.update_interface()

res = ana.run()
7 changes: 6 additions & 1 deletion docs/aeroval-examples.rst
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Expand Up @@ -8,7 +8,7 @@ detailed explanations of the setup parameters. A configuration could be run as t

The code blocks below are the Python configuruation files *cfg_examples_example1.py* and *sample_gridded_io_aux.py*.

Example 1
Example 1: NorESM, CAMS reanalysis against AERONET
---------

NorESM2 and CAMS reanalysis vs AERONET and merged satellite AOD dataset.
Expand All @@ -21,3 +21,8 @@ Example IO aux file for model reading
.. literalinclude:: _static/aeroval/sample_gridded_io_aux.py


Example for pm ratios compared to EMEP model data
---------------------

.. literalinclude:: _static/aeroval/sample_pm_ratios.py

Empty file.
240 changes: 240 additions & 0 deletions pyaerocom/aeroval/config/pmratios/base_config.py
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"""
Global config for ratio pm10 vs pm25
"""

import copy
import logging
import os

logger = logging.getLogger(__name__)

# Constraints
DEFAULT_RESAMPLE_CONSTRAINTS = dict(
yearly=dict(monthly=9),
monthly=dict(
daily=21,
weekly=3,
),
daily=dict(hourly=18),
)

DEFAULT_RESAMPLE_CONSTRAINTS_DAILY = dict(
daily=dict(hourly=18),
)

# ODCSFUN_EEANRT = "EEAAQeRep.NRT;concpm10/EEAAQeRep.NRT;concpm25"
ODCSFUN_EEAV2 = "EEAAQeRep.v2;concpm10/EEAAQeRep.v2;concpm25"
ODCSFUN_EBAS = "EBASMC;concpm10/EBASMC;concpm25"


def get_CFG(reportyear, year, model_dir) -> dict:
"""create aeroval configuration dict to run the variable
ratpm10pm25 (ratio pm10 vspm25)

:returns: a dict of a model configuration usable for EvalSetup
"""
# get current path for reference to local gridded_io_aux.py

CFG = dict(
json_basedir=os.path.abspath("/home/jang/data/aeroval-local-web/data"),
coldata_basedir=os.path.abspath("/home/jang/data/aeroval-local-web/coldata"),
# io_aux_file=os.path.abspath("/home/jang/data/aeroval-local-web/gridded_io_aux.py"), not needed for ReadMscwCtm
# io_aux_file=os.path.join(base_conf_path, "gridded_io_aux.py"),
# var_scale_colmap_file=os.path.abspath(
# "/home/jang/data/aeroval-local-web/pyaerocom-config/config_files/CAMEO/user_var_scale_colmap.ini"
# ),
# if True, existing colocated data files will be deleted and contours will be overwritten
reanalyse_existing=True,
only_json=False,
add_model_maps=False,
only_model_maps=False,
modelmaps_opts=dict(maps_freq="monthly", maps_res_deg=5),
clear_existing_json=False,
# if True, the analysis will stop whenever an error occurs (else, errors that
# occurred will be written into the logfiles)
raise_exceptions=False,
# Regional filter for analysis
filter_name="ALL-wMOUNTAINS",
# colocation frequency (no statistics in higher resolution can be computed)
ts_type="daily",
map_zoom="Europe",
freqs=[
"yearly",
"monthly",
"daily",
],
periods=[f"{year}"],
main_freq="monthly",
zeros_to_nan=False,
use_diurnal=True,
min_num_obs=DEFAULT_RESAMPLE_CONSTRAINTS,
colocate_time=True,
obs_remove_outliers=False,
model_remove_outliers=False,
harmonise_units=True,
regions_how="country",
annual_stats_constrained=True,
proj_id="emep",
exp_id=f"{reportyear}-reporting",
exp_name=f"Evaluation of EMEP runs for {reportyear} EMEP reporting",
exp_descr=(
f"Evaluation of EMEP runs for {reportyear} EMEP reporting. The EMEP model, simulated for {year}, is compared against observations from EEA and EBAS."
),
exp_pi="[email protected]",
public=True,
# directory where colocated data files are supposed to be stored
weighted_stats=True,
var_order_menu=[
# Gases
"ratpm10pm25",
"ratpm25pm10",
"concNno",
"concNno2",
"concNtno3",
"concNhno3",
"concNtnh",
"concNnh3",
"concnh4",
"concSso2",
"concso4t",
"concso4c",
"vmro3",
"vmro3max",
"vmro3mda8",
"vmrox",
"vmrco",
# PMs
"concpm10",
"concpm25",
"concno3pm10",
"concno3pm25",
"concnh4pm25",
"concso4pm25",
"concCecpm10",
"concCecpm25",
"concCocpm10", # SURF_ugC_PM_OMCOARSE missing in model-output
"concCocpm25",
"concsspm10",
"concsspm25",
# Depositions
"wetrdn",
"wetoxs",
"wetoxn",
"prmm",
],
)

CFG["model_cfg"] = {
"EMEPcameo": dict(
model_id="EMEP,",
model_data_dir=model_dir,
gridded_reader_id={"model": "ReadMscwCtm"},
# model_read_aux={},
model_ts_type_read="daily",
),
}

"""
Filters
"""

BASE_FILTER = {
"latitude": [30, 82],
"longitude": [-30, 90],
}

EBAS_FILTER = {
**BASE_FILTER,
"data_level": [None, 2],
"set_flags_nan": True,
}

OBS_GROUNDBASED = {
##################
# EBAS
##################
"EBAS-d-10": dict(
obs_id="EBASratd10",
web_interface_name="EBAS-d",
obs_vars=["ratpm10pm25"],
obs_vert_type="Surface",
colocate_time=True,
min_num_obs=DEFAULT_RESAMPLE_CONSTRAINTS,
ts_type="daily",
obs_filters=EBAS_FILTER,
obs_type="ungridded",
obs_merge_how={
"ratpm10pm25": "eval",
},
obs_aux_requires={
"ratpm10pm25": {
"EBASMC": [
"concpm10",
"concpm25",
],
}
},
obs_aux_funs={
"ratpm10pm25":
# variables used in computation method need to be based on AeroCom
# units, since the colocated StationData objects (from which the
# new UngriddedData is computed, will perform AeroCom unit check
# and conversion)
"(EBASMC;concpm10/EBASMC;concpm25)"
},
obs_aux_units={"ratpm10pm25": "1"},
),
"EBAS-d-25": dict(
obs_id="EBASratd25",
web_interface_name="EBAS-d",
obs_vars=["ratpm25pm10"],
obs_vert_type="Surface",
colocate_time=True,
min_num_obs=DEFAULT_RESAMPLE_CONSTRAINTS,
ts_type="daily",
obs_filters=EBAS_FILTER,
obs_type="ungridded",
obs_merge_how={
"ratpm25pm10": "eval",
},
obs_aux_requires={
"ratpm25pm10": {
"EBASMC": [
"concpm10",
"concpm25",
],
}
},
obs_aux_funs={
"ratpm25pm10":
# variables used in computation method need to be based on AeroCom
# units, since the colocated StationData objects (from which the
# new UngriddedData is computed, will perform AeroCom unit check
# and conversion)
"(EBASMC;concpm25/EBASMC;concpm10)"
},
obs_aux_units={"ratpm25pm10": "1"},
),
"EBAS-d-tc": dict(
obs_id="EBASMC",
web_interface_name="EBAS-d",
obs_vars=[
"concpm10",
"concpm25",
],
obs_vert_type="Surface",
colocate_time=True,
min_num_obs=DEFAULT_RESAMPLE_CONSTRAINTS,
ts_type="daily",
obs_filters=EBAS_FILTER,
),
}

# Setup for supported satellite evaluations
OBS_SAT = {}

OBS_CFG = {**OBS_GROUNDBASED, **OBS_SAT}

CFG["obs_cfg"] = OBS_CFG

return copy.deepcopy(CFG)
63 changes: 62 additions & 1 deletion pyaerocom/io/mscw_ctm/additional_variables.py
Original file line number Diff line number Diff line change
@@ -1,9 +1,12 @@
import logging

import xarray as xr
from geonum.atmosphere import T0_STD, p0

from pyaerocom.aux_var_helpers import concx_to_vmrx
from pyaerocom.molmasses import get_molmass

logger = logging.getLogger(__name__)


def add_dataarrays(arr0: xr.DataArray, *arrs: xr.DataArray) -> xr.DataArray:
"""
Expand Down Expand Up @@ -382,3 +385,61 @@
concpolyol = concspores.copy(deep=True) * factor
concpolyol.attrs["units"] = "ug m-3"
return concpolyol


def calc_ratpm10pm25(concpm10: xr.DataArray, concpm25: xr.DataArray) -> xr.DataArray:
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"""
Calculate ratio of pm10 and pm25

Parameters
----------
concpm10 : xr.DataArray
mass concentration pm10
concpm25 : xr.DataArray
mass concentration of pm25

Returns
-------
xr.DataArray
ratio of concpm10 / concpm25 in units of 1

"""
try:
if concpm10.attrs["units"] != concpm25.attrs["units"]:
logger.warning(

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f"concpm10 unit {concpm10.attrs['units']} not equal to concpm25 unit {concpm25.attrs['units']}!"
)
except KeyError:
pass
ratpm10pm25 = concpm10 / concpm25
ratpm10pm25.attrs["units"] = "1"
return ratpm10pm25


def calc_ratpm25pm10(concpm25: xr.DataArray, concpm10: xr.DataArray) -> xr.DataArray:
"""
Calculate ratio of pm10 and pm25
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Parameters
----------
concpm10 : xr.DataArray
mass concentration pm10
concpm25 : xr.DataArray
mass concentration of pm25

Returns
-------
xr.DataArray
ratio of concpm25 / concpm10 in units of 1

"""
try:
if concpm10.attrs["units"] != concpm25.attrs["units"]:
logger.warning(

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f"concpm10 unit {concpm10.attrs['units']} not equal to concpm25 unit {concpm25.attrs['units']}!"
)
except KeyError:
pass
ratpm25pm10 = concpm25 / concpm10
ratpm25pm10.attrs["units"] = "1"
return ratpm25pm10
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