Hydrometeorological Prediction Center HPC Medium Range Grid Improvements Mike Schichtel, Chris...
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Transcript of Hydrometeorological Prediction Center HPC Medium Range Grid Improvements Mike Schichtel, Chris...
Hydrometeorological Prediction Center
HPC Medium Range Grid ImprovementsHPC Medium Range Grid Improvements
Mike Schichtel, Chris Bailey, Keith Brill, and David Novak
Hydrometeorological Prediction Center
•Staffed 1030-1930 UTC by two forecasters -Temperatures/Pop Desk
Max/MinT and PoP Grids
-Pressure/Fronts DeskWinds Grids
Medium Range DeskMedium Range Desk
•Preliminary grids issued by 1415 UTC (15 UTC deadline)-including 00 UTC ECMWF ensemble
•Final grids usually issued by 18 UTC (20 UTC deadline)-incorporating 12 UTC guidance suite without ECMWF
Temps/PoP
Pressure/Fronts•Sky, Dewpoint, and Wx derived
Hydrometeorological Prediction Center
HPCGuide Medium Range 5 km Grids
DEWPOINTS CLOUD COVER WEATHER TYPE
MIN TEMPS MAX TEMPS WINDS 12 HOUR POPS
Hydrometeorological Prediction Center
Anomaly correlation die-off scores of Model and Ensemble Mean Forecasts
Hydrometeorological Prediction Center
Model Cycle (UTC) Run Duration (Days)
Members per Day
ECMWF 00, 12 10 2
DGEX 06, 18 8 2
ECMWF Ens. 00, 12 10 102
GFS 00, 06, 12, 18 16 4
GEM Global 00, 12 10 2
UKMET 00, 12 6 2
NOGAPS 00, 06, 12, 18 8 4NAEFS 00, 12 16 40
FNMOC Ens. 00 10 10
GFS Ens. 00, 06, 12, 18 16 80
GEM Ens. 00, 12 16 40
Primary Medium Range Models/Ensembles at HPC
Hydrometeorological Prediction Center
Full International
Guidance Suite
including ECMWF
deterministic and ensemble
and bias-corrected
NAEFS
Medium Range DataMedium Range Data
GEFS Member
ECMWF Member
CMC Member
ECMWF Mean
NAEFS Mean
GEFS Mean
GFS
ECMWF
90 Ensemble members
Hydrometeorological Prediction Center
Maximum Temps vs. GFS MOS
HPC Continuity
NDFD Continuity
HPC ICTDGEX
GFS ECMWF MSC
ECMWF Ens
• Forecaster compares an international guidance suite, GFS MOS, climatology, and HPC and NDFD (NWS) continuity
• Forecaster chooses blends and weights
Forecast ProcessForecast Process
Blender
Final Product
Hydrometeorological Prediction Center
Improvements MadeImprovements MadeTd and SkyTd and Sky
• April 15, 2010: Methods to derive Dew Point and Sky Changed. MAE improved up to 20%.
•Sky: Model guidance weighted according to forecaster’s PoP blends. No downscaling.
•Dew Point: Model guidance weighted according to forecaster’s Max/MinT blends. Downscaled by using a GDAS-RTMA difference accumulated by applying a decaying weight through time.
Testing June 09 – Jan 2010 (green = new)
Testing Feb 2010 (green = new)
Better in Cool Season
Hydrometeorological Prediction Center
Improvements MadeImprovements Made Td Comparison BeforeTd Comparison Before
• MDL Verification Comparison of April-Sept (00 UTC cycle)
HPC (green) highest medium range MAE
Hydrometeorological Prediction Center
Improvements MadeImprovements Made Td Comparison After ChangeTd Comparison After Change
• MDL Verification Comparison April-Sept (00 UTC cycle)
HPC (green) now lowest
MAE
Given longer history verification shown in slide #9, HPC skill should be better during cool season
Hydrometeorological Prediction Center
Latest ImprovementsLatest ImprovementsOperational as of November 2: Increased use of model
guidance downscaled using RTMA instead of PRISM.
New Day 7 skill equals = Old method Day 5.5
_ _ _ _ _ _ _ _
This new HPC DS_FNL score does not yet reflect additional benefits from bias corrections and forecaster modifications
Hydrometeorological Prediction Center
New Day 7 skill equals = Old method Day 5.5
_ _ _ _ _ _ _ _ _
This new HPC DS_FNL score does not yet reflect additional benefits from bias corrections and forecaster modifications
Hydrometeorological Prediction Center
Other ElementsOther ElementsWind SpeedWind Speed
Jul ‘09 – Jul ‘10
HPC similar to NDFD
Hydrometeorological Prediction Center
Other ElementsOther Elements12 h PoP12 h PoP
Jul ‘09 – Jul ‘10HPC better than
MOS and
similar to
NDFD
Hydrometeorological Prediction Center
Improvements PrototypedImprovements Prototyped 6 h6 h Floating PopFloating Pop
• Real-time prototyped images available at: http://www.hpc.ncep.noaa.gov/5km_grids/5km_gridsbody_newparms.html
• Which can be compared to the operational suite at: http://www.hpc.ncep.noaa.gov/5km_grids/5km_gridsbody.html
•6 h statistical PoPs generated from international model suite
•The 6 h period with the higher PoP is set to the HPC 12 h PoP (consistent with floating PoP principles)
•The remaining 6 h period is assigned the statistical 6 h PoP value
•Renamed “Precipitation Likelihood Index” to avoid public confusion.
Hydrometeorological Prediction Center
Improvements PrototypedImprovements Prototyped Weather Grid EnhancementsWeather Grid Enhancements
• Real-time prototyped images available at: http://www.hpc.ncep.noaa.gov/5km_grids/5km_gridsbody_newparms.html
• Which can be compared to the operational suite at: http://www.hpc.ncep.noaa.gov/5km_grids/5km_gridsbody.html
•Time resolution increased from 12 h to 6 hourly
•Precipitation Type Algorithm improved (top-down approach)
•Slight chance, chance, and likely qualifiers added (based on HPC PoP)
Hydrometeorological Prediction Center
CollaborationCollaboration
• Academia / Publications
• Conferences (like NROW)
• CSTAR» Rossby Wave Packets etc.
• EMC / THORPEX- Adaptive Observations
» Targeting Observation Program
• WFOs/RFCs- 12Planet Chatroom and coordination calls
Hydrometeorological Prediction Center
•HPC uses full suite of international model guidance
•Given limited forecaster resources, increasingly relying on forecaster blending input coupled with post processing
•Improvements to Td and Sky have been made
•Improvements to PoP and Wx grids prototyped
•Improvements to Max/MinTemps November 2010 (now!)
•Open to suggestions for improvement
SummarySummary