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Update of NCEP ShortRange

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Poorer performance over Western Region. SREF Operational Performance. Talagrand Ranked ... Poorer performance over Western Region. SREF-related other projects ... – PowerPoint PPT presentation

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Title: Update of NCEP ShortRange


1

Update 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
2
WRF Member Setting
Log Started Aug. 1, 2005 Implemented Dec. 6,
2005 Took EMC and NCO 4 months to accomplish
3
SREF 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

4
RMSE (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
6
Ensemble mean RMSE with height at F48hr (Nov.
2005)
RMSE
BIAS
7
Ensemble Mean RMSE (Nov. 2005)
10m Wind
2 m Temp
RMSE
BIAS
8
Ensemble spread (15mem vs 21mem, 8/25/05-9/17/05)
SLP
500H
850T
850U
250U
850RH
9
Ensemble Spread vs Forecast Error
21-member SREF
15-member SREF
500H
SLP
500H
SLP
850T
850U
850T
850U
250U
850RH
250U
850RH
10
Statistical 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
11
SREF 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
12
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13
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14
Outlier (chance analysis falls out of ensemble
fcst range
SLP
500H
850T
850U
850RH
250U
15
12h-apcp scores (15mem vs 21mem, 8/25/05-9/17/09)
ETS
RPSS
16
Outstanding 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
    )

17
(No Transcript)
18
SREF Operational PerformanceTalagrand Ranked
Histograms 48 h forecasts (November 2005)
850 mb Temp SREF/15
850 mb Temp SREF/21
Poorer performance over Western Region
19
SREF Operational PerformanceTalagrand Ranked
Histograms 48 h forecasts (November 2005)
250 mb winds SREF/21
250 mb winds SREF/15
Poorer performance over Western Region
20
SREF-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)

21
Learn from MREF Group
  • Ensemble Transform (ET) technique
  • Stochastic physics
  • Others
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