FSL-RUC Experiment and analysis design for TAMDAR
This is an ongoing record of model changes and other RUC-related work
at FSL having to do with the TAMDAR Great Lakes Fleet Experiment.
Design issues having to do with our parallel runs of the
dev and dev2 20km RUC models.
(These are identical except that dev2 includes TAMDAR.)
- Observation error for TAMDAR RH is currently set to near
value for raob RH.
Never before has there been aircraft moisture obs to consider,
so this setting is important. Obs errors for temperature and
winds from TAMDAR are set the same as that for non-TAMDAR aircraft
(fairly small, lower than that for raobs).
- AirDat flags for RH are used to screen TAMDAR RH obs (if AirDAT
indicator shows uncertainty of greater than 10% the data are
rejected).
- Dev2 and dev 20km tests at FSL are set to both initialize at
identical time every hour to ensure that TAMDAR is the only
observation difference. The dev and dev2 RUC20 runs also read
Eta boundary conditions from the same directory in an attempt to
ensure no difference from this factor.
- "Spamming" procedure for aircraft data in RUC analysis: This
flags
all obs from a given tail number if at least 25% have some
problem in the buddy check QC. This check is definitely improving
the QC for those TAMDAR aircraft that have continuing problems.
- In buddy check QC, obs from a given tail number cannot
corroborate each other (since given aircraft can have recurring
problems). Again, this makes the TAMDAR QC more robust. (See
p.25 from PDF manuscript file, section 4.e - Benjamin, S.G., D. Devenyi, S.S. Weygandt, K.J. Brundage, J.M. Brown,
G.A. Grell, D. Kim, B.E. Schwartz, T.G. Smirnova, T.L. Smith,
and G.S. Manikin, 2004: An hourly assimilation/forecast cycle:
The RUC. Mon. Wea. Rev., 132, 495-518 (Feb. issue)).
- Buddy check QC is performed also for temperature and wind obs
from TAMDAR, along with all other obs in an hourly window for a
given RUC cycle.
- All TAMDAR reports are treated in their 3-d location within the
hourly window. RUC does not assume a sounding, like a raob.
- Major differences between dev and dev2 runs are investigated to
ensure that these differences can be plausibly attributed to
TAMDAR obs. We have an automated script that logs any
differences that may be relevant.
- Verification of dev and dev2 RUC cycles is performed every 12h
against raob data, with 3 different verification domains, over
the Great Lakes area, over the eastern US, and over the entire
RUC domain. Statistics from this raob verification are
inspected for temporal consistency. A major outlier persisting
from one time to another is investigated if a processing problem
occurred rather than a TAMDAR-related difference.
Interpretation points
- Some non-local TAMDAR impacts are possible, even far from any
TAMDAR reports (e.g., off the West coast or near the southern
boundary of
RUC domain). Assimilation of the TAMDAR winds, in particular,
can modify the always-present wind/mass imbalance, which results
in some gravity wave activity in the model. These gravity
waves are always present to a modest extent, even despite the
use of a digital filter initialization every hour in the RUC
model. The exact strength and location of the waves is
different with the addition of TAMDAR data, especially its
winds, and this can result in some differences in temperature
and moisture far from the TAMDAR data, even to the west and
south.
- Some runs may be missed, leading to non-TAMDAR differences.
We plan to re-synch the TAMDAR (dev2) vs. non-TAMDAR (dev) RUC
runs every other night at 09z.
Prepared by Stan Benjamin, Bill Moninger, and other members of the
RUC team.
Last modified: Thu Mar 3 12:40:44 MST 2005