6 November 2008
National Security Applications Program
Next Generation Operational Mesoscale
NWP Technology
Yubao Liu
All WMO/GTS
Wind Prof
GOES Radars
Modified WRF/MM5:
Dx/Dt = ... + GW (x obs
– x model
) where x = T, U, V, Q, P1, P2 …
W is weight function
RTFDDA
Regional-scale model, based on
WRF / MM5
Weather observations
Cold start
WRF/MM5
FDDA
Forecast t
MESONETs
Etc.
ACARS TAMDAR
• Olympics games
• Joint Urban 2003,
• Colorado wild fire
• FAA aviation weather
• Military operations
• Army test ranges
• Homeland security
• Xcel Energy
Collaborator
Universities:
CU, PSU, ASU, OU
UCAR:
MMM, CGD, UOP
RAL:
WSAP, HAP,
JNT, Aviation
• New York City
• 2005 Hurricanes
• AirDat TAMDAR
• …
12 Regular Operational RTFDDA Systems
20+ Special Operation Sites
Next-Gen 4DWX 4D-EnKF System
Build “proper” mesoscale ensembles - heterogeneous
Incorporate Kalman Gain to obs-nudging weights
Optimize model physics parameterization
Ensemble RTFDDA (NCAR/RAL)
(Obs-nudging ensembles)
Improvement areas:
Spatial and time weights
Diverse data sources
Model physics schemes
Hybrids:
3DVAR
VDRAS
Grid-nudging FDDA
WRF/MM5-RTFDDA: Obs-nudging
DPG E-RTFDDA Operation (Debut on 10 Sep. 2007)
T Mean and SD
Surface and X-sections
– Mean, Spread, Exceedance
Probability, Spaghetti, …
T-2m
Wind
Speed
Mean T & Wind
Wind
Rose
Likelihood for SPD > 10m/s
Pin-point Surface and Profiles
– Mean, Spread, Exceedance probability, spaghetti, Wind roses, Histograms …
E-RTFDDA represents a milestone advance in RAL
NWP capabilities and an important R&D frontier
It is the first in the world in terms of
continuous ensemble analysis and forecasting
multi-scale, down to 1 - 3 km grid
dynamic perturbation optimization
globally-relocatable
and a Next-Gen NWP dev-bed for integration of
“cutting-edge” data assimilation technologies.
All U, V, T, Qv observations and data QC
WRF-
RTFDDA
WRF-
3DVAR
WRF
Hybrid
Engine
Upper-air U, V, T, Qv + Radar, satellite and other indirect obs
StageIV
(OBS)
C3DRAD
CNFCST
HYBRID
6 hour rain accumulation ended at 18Z
13 June 2002
( mm )
2-meter T, 9h fcsts, 4 pm
Warm hilly eddies
3 km
6 nested grids
DX= 30/10/3.3/1.1/0.369
/ 0.123 km
30” terrain and land use
37 sigma levels
24h forecasts: 12Z 16
Apr – 12Z 17 Apr 2008
Cold ocean flows
Small-terrain wind streaks
Phil
D.C.
Balt
Atlantic
Ocean
A robust NWP system built upon WRF
Lead FDDA R&D in WRF community
Application-oriented research of WRF physics parameterizations
Develop advanced data assimilation approach to take the advantages of new achievements by Community and ESSL
Customized NWP products according to specific needs of diverse decision makers and end-users