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Development of an Hourly-Updated NAM Forecast System: Current Efforts and Future Plans. Jacob Carley ab , Eric Rogers b , Shun Liu ab , Xiaoyan Zhang bc , Brad Ferrier ab , Eric Aligo ab , Matthew Pyle b , and Geoff DiMego b a IMSG, b NOAA/NWS/NCEP/EMC , c ESSIC [email protected]. 1. - PowerPoint PPT Presentation
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2014 Warn-on-Forecast / High Impact Weather Workshop 1
Development of an Hourly-Updated NAM Forecast System: Current Efforts and Future Plans
Jacob Carleyab, Eric Rogersb, Shun Liuab, Xiaoyan Zhangbc, Brad Ferrierab, Eric Aligoab,Matthew Pyleb, and Geoff DiMegob
aIMSG, bNOAA/NWS/NCEP/EMC, [email protected]
1
2014 Warn-on-Forecast / High Impact Weather Workshop 2
Hourly-Updated NAM Forecast System• NAM – North American Mesoscale forecast system
o Runs 4x daily at 00, 06, 12, 18Zo Short-range mesoscale NWP system for the
U.S. which provides guidance to day 3.5
• NAMRR: NAM Rapid Refresho Hourly updateso Future North American Rapid Refresh
Ensemble system (NARRE) NAMRR + RAP/HRRR Foundation
• Development of hourly NAM cycling capabilities on NOAA R&D machine Zeuso Part of DOE-funded wind energy projects
WFIP/POWERo Cycling 12 km NAM and 4 (3) km CONUS
nesto Hybrid ensemble-3DVar via Global Data
Assimilaion System’s EnKF memberso Cloud analysis and diabatic digital filter
initialization with radar-derived temperature tendencies
2014 Warn-on-Forecast / High Impact Weather Workshop 3
NAMRR Overview
Current, example, NAM Data Assimilation System (NDAS) configuration for a single, arbitrary cycle:
Example NAMRR configuration for 12, hourly cycles:
Both systems assimilate a wide range of conventional (e.g. surface, profiler, mesonets, Doppler radar radial velocities, etc.) and satellite observations (e.g. radiances)
2014 Warn-on-Forecast / High Impact Weather Workshop 4
NAMRR: Configuration (still testing)Model Points
(nx,ny,nz)dx DFI? dBZ
Init.?Param. Conv?
Micro-physics
Radiation Analysis/Update frequency
Forecasts per day(max length)
Ops NAM
954x835x60 12 km No No BMJ Ferrier GFDL 3 hourly (3DVar)
4 (84 hrs)
Ops NAM CONUSnest
1371x1100x60
4 km No No BMJ ‘light’ Ferrier GFDL None 4 (60 hrs)
NAMRR 954x835x60 12 km Yes Yes BMJ (updated)
Ferrier-Aligo
RRTMG Hourly (Hyb. Ens-3DVar)*
24 (84 hrs)
NAMRR CONUSnest
1371x1100x60(1828x1466x60)
4 km(3 km)
Yes Yes none Ferrier-Aligo
RRTMG Hourly (Hyb. Ens-3DVar)*
24 (60 hrs)
*Using 80 EnKF members from the Global DA Systems
2014 Warn-on-Forecast / High Impact Weather Workshop 5
June 29-30, 2012 Derecho - NAMRR Test
Poor 4 hour forecast from Ops NAM 4 km CONUSnest
Much improved 4 hour forecast from NAMRR 4 km CONUSnest
Additional improvement with NAMRR 3 km CONUSnest
Obs Ops 4km
NAMRR 4km NAMRR 3km
4 Hour Forecast valid 22 UTC
Prelim. Storm Reports from SPC (06/29/2012)
2014 Warn-on-Forecast / High Impact Weather Workshop 6
June 29-30, 2012 Derecho - 27 Hr Forecast NAMRR Test with 3 km CONUSnest
Observations3 km NAMRR CONUSnestFhr=27
4 km Ops NAM CONUSnestFhr=27
Significant improvement at longer lead times with 3 km
NAMRR relative to Ops
2014 Warn-on-Forecast / High Impact Weather Workshop 7
Impact of Cloud Analysis on 4 km CONUSnest Reflectivity Forecasts
Verification over CONUS for 2012 Derecho short-term forecasts (dBZ >= 30)
Stats from 30 hourly forecast cycles.Lines falling outside the rectangles are significant at the p=0.05 level
Blue = 4 km NAMRR CONUSnest with cloud analysis
Red = 4 km NAMRR CONUSnest without cloud analysis
F01 F12
ETS
F01 F12
Bias
CTL
Cloud Analysis
Perfect frequency bias
2014 Warn-on-Forecast / High Impact Weather Workshop 8
NAMRR Testing of Ferrier-Aligo Microphysics3 km CONUSNEST forecast column max radar reflectivity from the 20120628 12Z cycle using the repository microphysics (top) and the Ferrier-Aligo microphysics (bottom). On grid 227 (5 km).
NAMRR is playing a role in current physics development.
NMMB Repository Ferrier Microphysics
Updated Ferrier-Aligo Microphysics tested in NAMRR
Increased number of forecast reflectivity values >= 50 dBZ. More consistent with observations.
Obs
FCST
2014 Warn-on-Forecast / High Impact Weather Workshop 9
May 20th, 2013 OK Severe Weather Event
ETS
NAMRR Nest
Ops NAM Nest
5 km grid
Fhr = 16Valid 22Z
ObsNAMRR 3kmOps 4km
Fhr = 03Valid 21Z
Perfect frequency
bias
Bias
5 km grid
2014 Warn-on-Forecast / High Impact Weather Workshop 10
Ongoing and Future WorkNear Term
• NAMRR retrospective tests for comparison with upcoming NAM bundle
• Optimization (always improving)
Long(er) Term• Extend NAMRR from 2 to all 6 operational NAM domains
• Initial evaluations of NARRE+HRRRE TL (RAP/HRRR +NAMRR/NESTs)
• Test + evaluate in collaborative R2O settings?• WPC-HMT Flash Flood and Winter Weather Experiments, SPC Spring
Experiment?
• Planned for WCOSS Phase II (Petaflop): 2016-2018?
• Hybrid 4DEnVar
Example of the direct assimilation of Doppler velocity and radar reflectivity via the GSI into a 1.33 km version of the NMMB. The figure compares observed column max reflectivity to a case of no assimilation (CTL), 3DVar, and various hybrid ensemble-3Dvar (Hyb) configurations during 1 hour of assimilating obs at 5 minute intervals (from J. Carley’s PhD dissertation).
2014 Warn-on-Forecast / High Impact Weather Workshop 11
May 20th, 2013 OK Severe Weather – 1.33 km HiRes Nest Experiment
Max Hourly Updraft Helicity + Storm Reports
Column-Max dBZ Obs Column-Max dBZ
Where *might* WoF fit?
- A locatable, on-demand, high-resolution set of nested ensemble members all featuring DA cycles
- Adopt techniques and lessons learned from the WoF community!
- Already doing something like this in Ops NAM with FireWX Nest (No DA, single member)
***Just an idea – but good to think about these things as we all progress***
HRRRE WoF NEST LOCATIONS FOR NEXT CYCLES
14Z Cycle 14Z CycleObs
* Thanks to Eric Aligo for providing this run
2014 Warn-on-Forecast / High Impact Weather Workshop 12
Extra Slides
2014 Warn-on-Forecast / High Impact Weather Workshop 13
Convective Initiation: 3km NAMRR CONUSnest: 2013-08-15 @ 2200 UTC
F07 F06F08
F09F10OBS
SPC MESO DISCUSSION #1709: ...ASCENT INVOF THE WRN EXTENT OF A DIFFUSE FRONT THAT ENTERS THE ERN PART OF THE MCD AREA FROM SERN KS WILL ALSO SUPPORT CONVECTION THROUGH THE AFTERNOON HOURS. LIMITED DEEP SHEAR PER VWP DATA WILL KEEP CONVECTION LARGELY DISORGANIZED
2014 Warn-on-Forecast / High Impact Weather Workshop 14
POWER:Position of Offshore Wind Energy Resources• Collaborative effort with DOE, ESRL/GSD, and ESRL/PSD
o Provide information about observation networks needed to support offshore wind energy development
• Data denial experimentso Summer 2004 New England Air Quality Study deployed ~13
coastal wind profilers and one shipborne Doppler lidar in the New England area
o POWER uses these pre-existing coastal profiler observations in a set of data-denial experiments with the NAMRR and RAP/HRRR systems Shipborne lidar is used for verification
o Two periods of study July 10th-17th, 2004 August 6th-12th, 2004
08/06 08/0808/07 08/09 08/10 08/11
Courtesy of Yelena Pichugina
NOAA Ron Brown ship tracks (August, 2004)
NOAA Ron Brownhttp://oceanexplorer.noaa.gov/technology/vessels/ronbrown/ronbrown.html
2014 Warn-on-Forecast / High Impact Weather Workshop 15
August 6th-12th, 2004: 0-2km AGL vs. POWER profilers
RMSE
Forecast Hour
RAPXNAMRRX
NAMRRX+RAPX
NAMRR+RAPX vs. NAMRRX vs. RAPX
Parent RMSE 4 km CONUSNEST RMSE
Forecast Hour Forecast Hour
CTL
EXP
CTL
EXP
All assimilated extra profilers in this case
CTL: No Extra profiler assim.
EXP: Extra profiler assim.
All assimilated extra profilers in this case