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Add support and RSR converter for the GOCI2 instrument aboard GK-2B #224

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May 3, 2024
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8 changes: 5 additions & 3 deletions pyspectral/etc/pyspectral.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@
download_from_internet: True

# Everything below this line should not need to be changed!
# Changes may be done if you want to change the name of the radiance<->Tb LUT filrnames,
# Changes may be done if you want to change the name of the radiance<->Tb LUT filenames,
# or if you want to store those files in different directories dependning on the platform/sensor.
# Also, if you want to read the original agency specific spectral responses you
# can specify their file names and directory paths here.
Expand Down Expand Up @@ -50,9 +50,11 @@ download_from_internet: True
# path: /home/a000680/data/SpectralResponses/modis/aqua
# tb2rad_lut_filename: /path/to/radiance/tb/lut/data/tb2rad_lut_aqua_modis_ir3.7.npz

#DSCOVR-epic:
# path: C:/Users/Simon/Downloads/EPIC_Filters_Original_Data.xlsx
# DSCOVR-epic:
# path: /path/to/srf/EPIC_Filters_Original_Data.xlsx

# GK-2B-goci2:
# path: /path/to/original/gk2b/goci2/data/GOCI-II_SRF_Measured.csv

# NOAA-20-viirs:
# # J1_VIIRS_RSR_M1_Detector_Fused_V2.txt
Expand Down
119 changes: 119 additions & 0 deletions rsr_convert_scripts/goci2_rsr.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,119 @@
#!/usr/bin/env python
# -*- coding: utf-8 -*-
#
# Copyright (c) 2024 Pytroll developers
#
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.

"""Read the GeoKompsat-2B / GOCI-II spectral response functions.

Data from the Korea Ocean Satellite Centre website:
https://kosc.kiost.ac.kr/index.nm?menuCd=44&lang=en

The direct link to the SRFs is: https://kosc.kiost.ac.kr/upload/GOCI-II_SRF_Measured.csv

"""

import logging
import os

import numpy as np
import pandas as pd

from pyspectral.raw_reader import InstrumentRSR
from pyspectral.utils import convert2hdf5 as tohdf5

LOG = logging.getLogger(__name__)

GOCI2_BAND_NAMES = {"L380": "B1 (380 nm)",
"L412": "B2 (412 nm)",
"L443": "B3 (443 nm)",
"L490": "B4 (490 nm)",
"L510": "B5 (510 nm)",
"L555": "B6 (555 nm)",
"L620": "B7 (620 nm)",
"L660": "B8 (660 nm)",
"L680": "B9 (680 nm)",
"L709": "B10 (709 nm)",
"L745": "B11 (745 nm)",
"L865": "B12 (865 nm)"}

#: Default time format
_DEFAULT_TIME_FORMAT = '%Y-%m-%d %H:%M:%S'

#: Default log format
_DEFAULT_LOG_FORMAT = '[%(levelname)s: %(asctime)s : %(name)s] %(message)s'


class GOCI2RSR(InstrumentRSR):
"""Container for the GK-2B GOCI2 relative spectral response data."""

def __init__(self, bandname, platform_name):
"""Initialize the GOCI2 RSR class."""
super(GOCI2RSR, self).__init__(
bandname, platform_name, GOCI2_BAND_NAMES.keys())

self.instrument = 'goci2'
self._get_options_from_config()

LOG.debug("Filename: %s", str(self.path))
if os.path.exists(self.path):
self._load()
else:
LOG.warning("Couldn't find an existing file for this band: %s",
str(self.bandname))

# To be compatible with VIIRS....
self.filename = self.requested_band_filename

self.unit = 'micrometer'
self.wavespace = 'wavelength'

def _load(self, scale=10000.0):
"""Load the GOCI2 relative spectral responses."""
df1 = pd.read_csv(self.path)

# Column names don't match band names - so we use a dict to find correct
# columns. We also need to find the column with the wavelength data.
# This is the column before the actual RSR data for each band.
col_pos = df1.columns.get_loc(GOCI2_BAND_NAMES[self.bandname])
wvl_data = df1.iloc[:, col_pos - 1]
srf_data = df1.iloc[:, col_pos]

# Not all bands have an identical number of RSR points, so we need to
# remove NaNs from the data.
wvl_data.dropna(inplace=True)
srf_data.dropna(inplace=True)

# Data is in nanometers, so we need to convert to micrometers.
# The SRFs should already be normalised to 1, but we normalise here just to be sure.
self.rsr = {'wavelength': np.array(wvl_data) / 1000,
'response': np.array(srf_data) / np.nanmax(srf_data)}


if __name__ == "__main__":
import sys
LOG = logging.getLogger('goci2_rsr')
handler = logging.StreamHandler(sys.stderr)

formatter = logging.Formatter(fmt=_DEFAULT_LOG_FORMAT,
datefmt=_DEFAULT_TIME_FORMAT)
handler.setFormatter(formatter)
handler.setLevel(logging.DEBUG)
LOG.setLevel(logging.DEBUG)
LOG.addHandler(handler)

for platform_name in ['GK-2B', ]:
tohdf5(GOCI2RSR, platform_name, list(GOCI2_BAND_NAMES.keys()))
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