Post on 03-Jan-2016
The NOAA Rapid Update Cycle (RUC) 1-h assimilation cycle
WWRP Symposium -- Nowcasting & Very Short Range Forecasting – 8 Sept 2005 – Toulouse, France
Stan BenjaminSteve WeygandtJohn Brown
NOAAForecast Systems Lab – Boulder CO, USA
RUC web site - http://ruc.fsl.noaa.gov
GOAL:
• Provide high-frequency (1h) mesoscale 3-d analyses and short-range (1-12+h) forecasts for aviation, severe weather, hydrology, …
RUC Hourly Assimilation Cycle
11 12 13 14 15 16 Time (UTC)
1-hrfcst
Background
Fields
Analysis
Fields
1-hrfcst
1-hrfcst
3DVAR
Obs
1-hrfcst
3DVAR
Obs
3DVAR
Obs
3DVAR
Obs
3DVAR
Obs
1-hrfcst
1-hrfcst
RUC Hourly Assimilation Cycle + Forecasts > 1h
11 12 13 14 15 16 Time (UTC)
9-hrfcst
Background
Fields
Analysis
Fields
9-hrfcst
9-hrfcst
3DVAR
Obs
9-hrfcst
12-hfcst
12-hfcst
3DVAR
Obs
3DVAR
Obs
3DVAR
Obs
3DVAR
Obs
Run-time at NCEP for RUC 12h fcst – 17 min
Data type ~ Number Frequency
Rawinsonde ~85 /12h+spec
Aircraft 1600-6000 /1h
NOAA profiler 32 /1h
VAD winds ~125 /1h
PBL profilers 25 /1h
Surface METAR 1600-1800 /1h
Mesonet ~6000 /1h
Buoy/ship 100-1500 /1h
GOES precip water 1500-3000 /1h
SSM/I precip water 1000-4000 /6h
GPS precip water ~280 /1h
GOES cloud-drift wind 1000-2500 /1h
GOES cloud-top (p,T) ~10km /1h
Radar ref / /lightning 1km13km /1h
RUCObsSources
- experimental13km RUC-- As of 6 Sept 05
5
RUC20Wind forecastAccuracy
-Sept-Dec2002
Verification against rawinsonde data over RUC domainRMS vector difference (forecast vs. obs)
RUC is able to use recent obs to improve forecast skill down to 1-h projection for winds
6 8 10 12 (kts)
1 3 6 912
Analysis~ ‘truth’
6
Application of Digital Filter Initialization (DFI) in RUC Model
• Critical for 1-h assimilation cycle• 45 min forward, 45 min backward – no physics• Average over DFI period• Applicable for diabatic application, nudging to radar obs during DFI ‘pre-forecast’
Noise in surface presat 1h forecast is much lower with DFI
7
Vert Coord Hybrid isentropic-sigma – 50 levels
Stable clouds, NCAR mixed-phase (cloud Precipitation water, rain water, snow,
graupel, ice, ice particle number. concen.
Sub-grid Grell-Devenyi ens schemeprecipitation (144 members, closure/CIN
Land-surface RUC LSM - 6-level soil/veg
model, 2-layer snow model
- Smirnova
Rapid Update Cycle Model
Current operational RUC: 13-km
9-12-hrfcst
Recent changes to RUC13 3DVAR analysis(among many):
1. Use of surface obs throughout PBL (NCEP Fall 2004)
2. Cloud analysis (GOES, METAR ceiling/vis/curr-wx)
9
PBL-based METAR assimilation -- create additional obs corrections thru PBLUse METAR data through PBL depth from 1h fcst
RUC oper analysis18z 3 Apr 02IAD
x xxx
Effect of PBL-basedMETAR assimilation
10
RUC enhancements:
1. Use of METAR obs throughboundary-layer depth (Sept 04)
2. Assimilation of GPS precipitable
water observations (RUC13 - ~Jun05)
CAPE impact from two RUC enhancements
3h fcst WITHenhancements
3h fcstOPERATIONAL
0000 UTC 21 Apr 2004
Severe reports
NWS SPCNorman, OK
Tornadoes
11
Use GOES CTP, radar reflectivity, lightning, METAR (clouds,wx,vis) to modify 1h fcst 3-d q* fields
• Clear/build (change qc, qi, qv) with logical arrays
• Safeguards for pressure-level assignment problems
(marine stratus, convective clouds)
• Use nationwide mosaic radar data to modify water
vapor, hydrometeor fields – in testing, crude
• Lightning data used as a proxy for radar reflectivity
• Feedback to cumulus parameterization scheme – bypass convective inhibition via radar/lightning, GOES ECA
RUC Cloud Analysis
12
GOES cloud top
pressureRadar/lightning data
100
200
300
400
500
600
700
800
900
999
PRES
Qv
Qc
RH
Cloudwater, water vapor and relative humidity before ( )and after (----) GOES Cloud-top pressure adjustment
Rainwater, snow, cloud ice and reflectivity before ( ) and after (----) GOES radar/lightning adjustment
100
200
300
400
500
600
700
800
900
999
PRES
Qr
Qs
QidBZ
13
IFRLIFR VFR CLR MVFR
Sample ceiling analysis impact
Ceiling from RUC hydrometeors
AnalysisWITH
cld/wx/vis obs
AnalysisNO
cld/wx/vis obs
Aviation Flight Rules
cloud ceiling height (meters)
1800 UTC 17 Nov 2003
Observations
Data type ~ Number3-d reflectivity data NSSL mosaicked
data
NASA Langley experimental GOES cloud products
TAMDAR aircraft regional carriers – T/V/RH – lower-mid troposphere
65 aircraft
Radar radial wind 120 WSR-88D radars
GPS zenith wet delay(replacing prec water retrievals)
280, increasing
QC’d mesonet data 6000, but many not usable due to poor siting and lack of QC monitoring/metadata
Experimental or future RUC ObsSources
To be added in next 6 months to experimental13km RUC
15
Radar reflectivity assimilation - experimental RUC13 init 09z - 3-6h precipValid 12-15 UTC 6 Sept 2005
Control – oper RUC
Exp RUC13W/ rad ref assim
Obs – 1345 UTC
Sample 3DVAR analysis with radial velocity
500 mb Height/Vorticity
*Amarillo, TX
DodgeCity, KS
*
*
AnalysisWITHradial
velocity
**
Cint =2 m/s
**
Cint =1 m/s
K = 15wind
Vectors
and speed
0800 UTC 10 Nov 2004
Dodge City, KS
Vr
Amarillo, TX
Vr
*
*
Analysisdifference
(WITH radial
velocity minus
without)
17
Current RUC CONUS domain
Planned Rapid Refresh domain
Goals:Hourly NWP update in
- Alaska- Wider E. Pacific-- Canada- Caribbean Sea
Rapid Refresh-replace RUC – 2007-08- 13km resolution - use WRF model
18
The RUC by 2008, testing in 2006
• “Rapid Refresh”• Simple more complex assimilation of radar reflectivity and radial winds• Improved use of sat data, GPS, aircraft, surface/mesonet• Use of WRF model w/ RUC-like physics• Use of NCEP data assimilation (GSI) with RUC-specific enhancements – use of sfc data, cloud analysis• North American coverage