How DART supports different types of observations: the preprocess program
DART’s preprocess program actually writes the source code that supports observations. This source code is then used by other modules.
The rationale for preprocess
Certain types of data require additional metadata in order to be assimilated. For example, while radiosondes only require the observation location in order to be assimilated, radar observations need extra metadata to specify the location of the radar in addition to the location of the observation. GPS occultations need the locations of the two satellites so the forward operator can integrate along the raypath. Cosmic ray soil moisture sensors have forward operators that require site-specific calibration parameters that are not part of the model and must be included in the observation metadata.
Since each observation type may require different amounts of metadata to
be read or written, any routine to read or write an observation sequence
must be compiled with support for those particular observations. This is
the rationale for the inclusion of preprocess
in DART. The supported
observations are listed in the obs_kind_nml
namelist in input.nml
.
For this reason, we strongly recommend that you use the DART routines to read and process DART observation sequence files.
Important
Preprocess is built and run when you run quickbuild.sh
Preprocess is used to insert observation specific code into DART at compile time. This compile time choice is how DART can assimilate synthetic observations for the Lorenz_63 model and real radar reflectivities for WRF without needing to specify a set of radar operators for the Lorenz_63 model.
preprocess
combines multiple obs_def
modules into one
obs_def_mod.f90
that is then used by the rest of DART. Additionally, a new
obs_kind_mod.f90
is built that will provide support for associating the
specific observation TYPES with corresponding (generic) observation
QUANTITIES.
The list of obs_def
and obs_quantity
module source codes are contained in the
&preprocess_nml
namelist in input.nml
. These modules determine what
observations and operators are supported.
Warning
If you want to add another obs_def
module or quantity file, you must rerun
preprocess
and recompile the rest of your project.
Example preprocess
namelist
As an example, if a preprocess_nml
namelist in input.nml
looks like:
&preprocess_nml
input_obs_qty_mod_file = '../../../assimilation_code/modules/observations/DEFAULT_obs_kind_mod.F90'
output_obs_qty_mod_file = '../../../assimilation_code/modules/observations/obs_kind_mod.f90'
quantity_files = '../../../assimilation_code/modules/observations/atmosphere_quantities_mod.f90',
input_obs_def_mod_file = '../../../observations/forward_operators/DEFAULT_obs_def_mod.F90'
obs_type_files = '../../../observations/forward_operators/obs_def_gps_mod.f90',
'../../../observations/forward_operators/obs_def_QuikSCAT_mod.f90',
'../../../observations/forward_operators/obs_def_GWD_mod.f90',
'../../../observations/forward_operators/obs_def_altimeter_mod.f90',
'../../../observations/forward_operators/obs_def_reanalysis_bufr_mod.f90'
output_obs_def_mod_file = '../../../observations/forward_operators/obs_def_mod.f90'
/
preprocess
will combine the following modules:
DEFAULT_obs_def_mod.F90
obs_def_gps_mod.f90
obs_def_QuikSCAT_mod.f90
obs_def_GWD_mod.f90
obs_def_altimeter_mod.f90
and
obs_def_reanalysis_bufr_mod.f90
into obs_def_mod.f90
. This resulting module can be used by the rest of the
project.