@@ -6,7 +6,7 @@ MODULE ``obs_def_rttov_mod``
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Overview
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--------
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- DART RTTOV observation module, including the observation operators for the two primary
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+ The DART RTTOV observation module, including the observation operators for the two primary
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RTTOV-observation types -- visible/infrared radiances and microwave
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radiances/brightness temperatures.
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@@ -46,25 +46,124 @@ Although a model may not have the necessary inputs by itself,
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the defaults in RTTOV based on climatology can be used.
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The impact on the quality of the results should be investigated.
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- The quanities for each observation type are defined in obs_def_rttov{13}_mod.f90, like so :
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+ The quanities for each observation type are defined in obs_def_rttov{13}_mod.f90, for example :
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.. code ::
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- ! HIMAWARI_8_AHI_RADIANCE , QTY_RADIANCE
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+ ! HIMAWARI_9_AHI_RADIANCE , QTY_RADIANCE
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If you want to change the quantity associated with an observation, for example, if you want
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- to assimilate HIMAWARI_8_AHI_RADIANCE as QTY_BRIGHTNESS_TEMPERATURE, edit the QTY
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- in obs_def_rttov{13}_mod.f90 and rerun quickbuild.sh.
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+ to assimilate HIMAWARI_9_AHI_RADIANCE as QTY_BRIGHTNESS_TEMPERATURE, edit the QTY
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+ in obs_def_rttov{13}_mod.f90 and rerun quickbuild.sh. Although both spectral radiance
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+ (mW/cm/m^2/sr) and brightness temperature (Kelvin) quantify the same emitted/reflected
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+ radiance from the atmosphere, the tendency for brightness temperatures to adhere closer
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+ to a gaussian distribution may improve the quality of the assimilation if using
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+ a DART filter type that depends on Gaussian assumptions (e.g. EAKF). This is
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+ an ongoing area of research.
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- Known issues:
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- - DART does not yet provide any type of bias correction
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- - Cross-channel error correlations are not yet supported. A principal component approach has been discussed. For now,
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- the best bet is to use a subset of channels that are nearly independent of one another.
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- - Vertical localization will need to be tuned. Turning off vertical localization may work well if you have a large
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- number of ensemble members. Using the maximum peak of the weighting function or the cloud-top may be appropriate.
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- There are also other potential approaches being investigated.
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+ RTTOV Metadata
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+ ---------------
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+
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+ The RTTOV module ingests metadata from the ``obs_seq.out `` file in order to calculate the
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+ expected observed radiance. For example, a single ``HIMAWARI_9_AHI_RADIANCE ``
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+ observation in units of brightness temperature (Kelvin) looks like the following:
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+
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+ .. code ::
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+
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+
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+ OBS 1
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+ 288.370817896852
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+ 0.000000000000000E+000
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+ -1 2 -1
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+ obdef
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+ loc3d
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+ 1.766273140907288 0.1535889655351639 34000.00000000000 2
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+ kind
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+ 304
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+ visir
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+ 100.500000000000 46.6700000000000 -888888.000000000
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+ -888888.000000000
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+ 31 9 56 8
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+ -888888.000000000
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+ 1
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+ 0 154166
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+ 1.00000000000000
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+
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+
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+ Please note, that in this example the radiance observation was assigned a vertical level (34000 Pa)
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+ with the ``VERTISPRESSURE `` (integer = 2) vertical coordinate.
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+ Although radiance/BT observations are technically representative of the entire atmospheric
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+ column and not a single vertical level, for some applications where specific channels (wavelength)
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+ are especially sensitive to constituents at particular atmospheric levels, assigning
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+ a vertical level to the observation may improve the skill of the assimilation forecast. This is an ongoing
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+ area of research. As an alternative, it is also common to leave the vertical level
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+ as undefined (VERTISUNDEF, integer = -2), however, this limits the ability to vertically
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+ localize the impact of the observation on the model state.
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+
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+ In this example where the observation is infrared (IR) radiance, the metadata is located after
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+ the ``visir `` line (Note: for microwave observations the metadata would follow ``mw ``).
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+ The metadata includes the azimuth and elevation angle of the satellite and the sun respectively. In this instance the sun azimuth/elevation are given missing values (-888888) because
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+ solar reflectance has no impact on an IR radiance observation. Also note, the observation
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+ provides a 4 integer description (31/9/56/8) of the platform/satellite/sensor/channel
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+ combination specific to this satellite observation. For more information on this
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+ metadata refer to this GOES observation converter example here:
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+ :doc: `../../observations/obs_converters/GOES/README `
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+
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+ .. Important ::
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+
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+ It is important that the user confirms the satellite integer metadata within
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+ the obs_seq.out file matches the metadata within rttov_sensor_db.csv. Furthermore,
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+ confirm that the channel as defined in the obs_seq.out file matches the channel
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+ available in the RTTOV coefficient file (.dat). See next section for more information.
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+
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+ RTTOV coefficient files
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+ -----------------------
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+
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+ The RTTOV coefficent file (.dat) contains the appropriate parameter values for a specific satellite
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+ radiance observation. The DART file (``rttov_sensor_db.csv ``) refers to the RTTOV coefficent
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+ file. For the ``HIMAWARI_9_AHI_RADIANCE `` observation type, for example, the following information
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+ is provided within ``rttov_sensor_db.csv ``:
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+
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+ .. code ::
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+
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+ HIMAWARI_9_AHI 31 9 56 ir rtcoef_himawari_9_ahi.dat
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+
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+ The coefficent file (.dat) is included with the RTTOV installation and can be found at the
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+ path ``${RTTOV_install}/rtcoef_rttov13/rttov9pred54L/rtcoef_himawari_9_ahi.dat ``. This file
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+ should be included in your run folder at runtime. Additional coefficent files for a given
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+ satellite sensor may be required.
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+
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+ It is good practice to always view your coefficent file (.dat) to confirm that the
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+ channels listed in the file match the channel from the ``obs_seq.out `` file. The coefficent
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+ file will include a list of channels (wavebands) with the associated wavelength (microns).
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+
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+
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+ .. Important ::
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+
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+ The RTTOV package includes multiple coefficent files (e.g. all wavelengths, IR only, etc.) that
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+ contain the appropriate parameter data for each satellite/sensor/channel combination. Whether
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+ the file contains all wavelengths versus only IR wavelengths is **extremely important** because
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+ it will shift the value of the channel number. Recommended practice is to choose a coefficient file
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+ with all channels included. If, on the other hand, you subset your coefficent file to only include
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+ IR channels, you should edit your observation converter such that the channels match.
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+ If RTTOV always returns expected observations of radiance = 0, or if the prior expected radiance
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+ is unusually biased from your prior, this could be a sign there is a mismatch between the
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+ obs_seq.out channel and the coefficient file channel.
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+
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+
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+
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+ Known issues:
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+ -------------
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+ - DART does not provide any type of observation bias correction. It may be appropriate to preprocess your radiance
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+ observations to remove systematic bias before assimilation, using techniques such as cumulative distribution
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+ function (CDF) matching.
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+ - Cross-channel error correlations are not supported. A principal component approach has been discussed. For now,
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+ we recommend to use a subset of channels that are nearly independent of one another.
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+ - Vertical localization will need to be tuned based on the research application. Turning off vertical localization
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+ may work well if you have a large number of ensemble members. Using the maximum peak of the channel weighting
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+ function or the cloud-top height to set a vertical location for an observation may be appropriate.
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The namelist ``&obs_def_rttov_mod_nml `` is read from file ``input.nml ``. Namelists start with an ampersand '&'
@@ -159,11 +258,13 @@ RTTOV v12 Namelist
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+------------------------+--------------------+----------------------------------------------------------------------+
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| Item | Type | Description |
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+========================+====================+======================================================================+
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- | rttov_sensor_db_file | character(len=512) | The location of the RTTOV sensor database. The format for the |
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- | | | database is a comma-separated file. The columns of the database are |
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- | | | the DART observation-kind, the platform/satellite/sensor ID, the |
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- | | | observation type, the coefficient file, and a comma-separated list |
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- | | | of RTTOV channels to use for this observation type. |
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+ | rttov_sensor_db_file | character(len=512) | The location of the DART file with RTTOV sensor metadata. The format |
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+ | | | is a comma-separated file. The columns are the DART |
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+ | | | observation type, the platform/satellite/sensor ID, the |
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+ | | | wavelength band, the coefficient file, and a comma-separated list |
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+ | | | of RTTOV channels to use for this observation type. The default file |
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+ | | | does not provide a list of channels, thus default behavior is to |
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+ | | | make all channels available. |
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+------------------------+--------------------+----------------------------------------------------------------------+
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| first_lvl_is_sfc | logical | Whether the first level of the model represents the surface (true) |
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| | | or the top of the atmosphere (false). |
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