Title: Update of NCEP ShortRange
1Update of NCEP Short-Range Ensemble Forecast
(SREF) System inclusion of WRF members
Jun Du, Jeff McQueen Dusan Jovic, Xiaoxue
Wang, Binbin Zhou, Geoff Dimego, Matt Pyle,
Hui-Ya Chuang, Eric Rogers, George Gayno and
Mike Baker http//wwwt.emc.ncep.noaa.gov/mmb/SR
EF/SREF.html
2WRF Member Setting
Log Started Aug. 1, 2005 Implemented Dec. 6,
2005 Took EMC and NCO 4 months to accomplish
3SREF System
- IC/LBC Uncertainty (1) multi-analysis (gdas and
ndas) and (2) bred modes - Model Physics Uncertainty (1) multi-models (Eta,
RSM, NMM, ARW) and (2) 6 convective schemes - Post-Processing currently missing but will
implement bias correction within 2006 - 21-member, 87hr, 09z/21z, North America/
Alaska/Eastern Pacific (Hawaii), both grid and
bufr, individual/mean/spread/prob, conventional
and aviation products, web, ftp
4RMSE (SREF mean fcst, 8/25/05-9/17/05)
SLP
500H
850U
850T
250U
850RH
5 SREF mean fcst vs 12km NAM (rmse)
SLP
500H
850U
850T
850RH
250U
6Ensemble mean RMSE with height at F48hr (Nov.
2005)
RMSE
BIAS
7Ensemble Mean RMSE (Nov. 2005)
10m Wind
2 m Temp
RMSE
BIAS
8Ensemble spread (15mem vs 21mem, 8/25/05-9/17/05)
SLP
500H
850T
850U
250U
850RH
9Ensemble Spread vs Forecast Error
21-member SREF
15-member SREF
500H
SLP
500H
SLP
850T
850U
850T
850U
250U
850RH
250U
850RH
10Statistical Consistency at 48hr (Nov. 2005)
UPA Temp
- Mean Squared Error/VarianceError
- best 1 (Eckel and Mass, 2005)
- SREF-21 improved over SREF-15
- WRF subset yields lowest SC compared to Eta
subsets
UPA Winds
11SREF PerformanceStatistical Consistency (Nov.
2005)
2 m Temp
- Mean Squared Error/VarianceError
- best 1 (Eckel and Mass, 2005)
- SREF-21 improved over SREF-15
- WRF subset yields lowest SC compared to Eta
subsets
10 m Winds
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14Outlier (chance analysis falls out of ensemble
fcst range
SLP
500H
850T
850U
850RH
250U
1512h-apcp scores (15mem vs 21mem, 8/25/05-9/17/09)
ETS
RPSS
16Outstanding Issues
- For upper-air fields including SLP and precip,
the number 1 priority of the SREF is no longer
the improvement to under-dispersive nature after
the 6-WRF member added but the bias correction - For near surface elements such as 2m T and
humidity, 10m wind, improvement in ensemble
spread is, however, desperately needed (PBL, LSM
)
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18SREF Operational PerformanceTalagrand Ranked
Histograms 48 h forecasts (November 2005)
850 mb Temp SREF/15
850 mb Temp SREF/21
Poorer performance over Western Region
19SREF Operational PerformanceTalagrand Ranked
Histograms 48 h forecasts (November 2005)
250 mb winds SREF/21
250 mb winds SREF/15
Poorer performance over Western Region
20SREF-related other projects
- DTRA project (Jeff, Dusan, Hui-Ya) drive
dispersion model with hi-res SREF learn to
perturb PBL, LSM and urban model (with PSU) - Beijing 2008 Olympic project (Jun, Geoff) run
real-time SREF during the game (a) relocation
capability of regional ensemble system (b)
assimilating radar and mesonet non-conventional
obs into mesoscale EPS (with CMA visitors) - Coupling CMAQ (air quality model) with SREF (Jun,
Pius and Jeff) future direction of NCEP
operational CMAQ (with a UMD PhD student)
21Learn from MREF Group
- Ensemble Transform (ET) technique
- Stochastic physics
- Others