Hydrometeorological Prediction Center

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Presentation transcript:

Hydrometeorological Prediction Center National Centers for Environmental Prediction (NCEP) Hydrometeorlogical Prediction Center (HPC) Forecast Operations Branch Dan Petersen Hydrometeorological Prediction Center DOC/NOAA/NWS/NCEP Dan.Petersen@noaa.gov 301-763-8201 With assistance from Joshua Scheck and Mike Schichtel

Goals of Presentation NCEP modeling system update Review HPC Products HPC Quantitative Precipitation Forecast (QPF) methodology HPC winter weather desk and temperature biases HPC medium range forecasts and performance verification NCEP modeling system update Answer questions

NWS OPERATIONAL FORECAST OFFICES WFOs NWS OPERATIONAL FORECAST OFFICES CWSUs not depicted RFCs

HPC Products and Services Model Diagnostics Discussion- RESOLVE DIFFERENCES BETWEEN MODEL AND ENSEMBLE SOLUTIONS MODEL DIAGNOSTIC DISCUSSION NWS HYDROMETEOROLOGICAL PREDICTION CENTER CAMP SPRINGS MD 1218 PM EST SAT DEC 09 2006 VALID DEC 09/1200 UTC THRU DEC 13/0000 UTC MODEL INITIALIZATION... MODEL TRENDS... MODEL DIFFERENCES AND PREFERENCES...

HPC Products and Services National Day One Forecast Chart-highlights precipitation types and potential for heavy precipitation, excessive rainfall, severe convective storms, tropical cyclones

HPC Products and Services Short Range Fronts, Pressures, and Precipitation Type/Intensity 12/24/36/48 hours New graphics for 6 hr, 60 hr forecasts coming in 2008

HPC Products and Services Surface Analysis

HPC Products and Services Excessive rainfall Excessive Rainfall for Day One, Two, and Three http://www.hpc.ncep.noaa.gov/qpf/94ewbg.gif (98e,99e) PEI745 KWBC , discussion QPFERD

HPC PRODUCTS AND SERVICES http://www.hpc.ncep.noaa.gov QPF Performed on 3 desks (Day One, Days 2/3, Medium Range) Six-hourly forecasts for Days 1 through 3 Days 4-5, Five Day Total

HPC Products and Services QPF Methodology

GFS Day Two 24 hr forecast rainfall (left) HPC QPF Methodology Ingredients-Based Approach Doswell et. al. December 1996 Weather and Forecasting Forecaster examine moisture, lift, instability diagnostics GFS 48 hr forecast 850-700 mb standardized moisture flux anomalies for 12z Oct 25 2007 GFS Day Two 24 hr forecast rainfall (left)

Verifying low near the AL/MS border HPC QPF Methodology Forecasters review model timing and make a decision based on the timing preference This is the NAM 84 hour forecast for 12z Oct. 25, 2007, resulting in NAM producing rains in the southern Plains and not southeast and Appalachians Verifying low near the AL/MS border

RFC analysis (color-filled) overlaid with GFS Day 3 forecast HPC analysis of 24 hr rainfall ending 12z Oct 25, 2007 (3 inch isohyet green)

RFC analysis (color-filled) overlaid with NAM Day 3 Forecast RFC analysis (color-filled) overlaid with HPC Day 3 Forecast RFC analysis (color-filled) overlaid with NAM Day 3 Forecast

HPC QPF Methodology Adjust for known biases ‘Long running NAM problem of generating too little warm sector convection, leading to higher amounts in the comma head’ Verifying analysis NAM 24 hr FCST 12z 30 MAR 2007 Too Much Too Little

HPC QPF Methodology ECMWF GFS Verification

HPC QPF Methodology PRISM is used as an overlay but not part of the qpf blender 5 km gridded HPC QPF available in AWIPS downscaled from 32 km generated by forecaster Average November rainfall

HPC QPF Blender

HPC Products and Services QPF verification

HPC Products and Services Winter Weather Desk

HPC Winter Weather Desk Twice daily issuance of product suite based on new model guidance 9/15-5/15 24 hour Snow and Ice accumulation probability graphic for days 1 through 3. Public and technical versions of low tracks graphic depicting synoptic scale surface low tracks associated with heavy snow or ice. Heavy Snow and Ice Discussion Intended to complement the deterministic short term snow and ice forecasts issued by local Weather Forecast Offices

HPC Winter Weather Forecast Process New model guidance arrives HPC uses model/ensemble blender on left to generate draft graphics sent to NWS WFOs only

HPC Winter Weather Forecast Process Experimental Snow to liquid ratios multiplied by qpf to determine snow accumulations http://www.hpc.ncep.noaa.gov/wwd/internal/slr/index.html

HPC Snow to Liquid Ratio (SLR) Verification 15 Oct 2006 – 1 May 2007 GFS RMSE Roebber, QPF*10 lowest RMS error for all forecast times Experimental 2007-8 SLRs consist of a 25% blend of Roebber NAM, Roebber GFS, Climatology SLR, 10:1 ratio

HPC Winter Weather Forecast Process WFO Forecasters receive internal snow/ice accumulation graphics by 1815/0615z and comment (12planet, phone) HPC/WFO Collaboration 1815-2015 UTC on day shift and 0615-0815 UTC on night shift WFOs may request conference call with adjacent WFOs/HPC

HPC Winter Weather Forecast Process Software reviews ensemble data and compiles editable probabilistic snow/ice graphic (right graphic prob of 8 inches) WFO input is used to modify snow/ice probabilistic forecast WFO may request change in accumulation

HPC Products and Services Winter Weather Desk Probabilistic Snow Forecast

Forecaster-Perceived Model Temperature Forecast Biases NAM Better at resolving inversions in the 850 to 700 mb layer, which cause snow to melt and refreeze in the shallow, subfreezing air below. GFS Persistent with a cold bias throughout layer. East of the cyclone with a southerly component of flow, the model will be too slow to warm the inversion layer (850 mb to 700 mb).

Model Bias Example 1 – Topeka, Kansas F24 GFS and NAM Soundings Valid 1200 UTC 14 Jan. 2007

Model Bias Example 1 – Observed Topeka, Kansas Sounding 1200 UTC 14 Jan. 2006

Model Bias Example 2 – Norman, Oklahoma F06 GFS and NAM Soundings Valid 1800 UTC 20 Jan. 2007

Model Bias Example 2 – Observed Norman, Oklahoma Sounding 1800 UTC 20 Jan. 2007 Norman had 0º C and rain in the hours surrounding 1800 UTC. The nose of the inversion was about 2º C Both models were slightly cold at F06, but the NAM was above freezing from 785 hPa to 730 hPa It took only 6 hours for the GFS bias to result in a -2º C error in the inversion layer

Precipitation Type Output Bias ‘Dominant’ precip type among NCEP, revised NCEP, NCEP microphysical algorithm, Ramer, Bourgouin In case of ties, ZR>SN>IP>R  NCEP algorithm output favors freezing rain in isothermal near freezing soundings (observed weather was snow on 09z 11/03)

Model/SREFMean 48 hr Temperature Performance June 2007-August 2007 SREFMean had lower RMS errors than GFS over summer 2007 in the east-can this last thru the winter?

Model/SREFMean 48 hr Temperature Performance December 01 2006-February 28 2007 Over winter 2006-7, NAM had highest temperature errors 850-150 mb, GFS lowest errors

Model/SREF Mean 84 hr Temperature Performance June 01 2007-August 31 2007

Model Temperature Performance Case- 700 mb Observations 10/12/07 00z Verifying low over eastern PA and -6 to -8 temperatures northern VA into PA/WV

Model Temperature Performance 10/12/07 00z NAM 66 hr forecast NAM forecast low near PA/WV border with minus 9C core over WV

Model Temperature Performance 10/12/07 00z GFS 66 hr forecast GFS forecast low further east over central PA allows freezing air to reach mid Atlantic coast, with no area of -9C forecast

Model/SREFmean 48 hour Height rms error 6/01/07-8/31/07 NAM higher height errors extend thru the column 850-250 mb

Winter Weather Desk verification 2006-7 Winter qpf verification mid Atlantic and Appalachian mountain region Snowfall threat scores over US east of the Rockies Note high GFS/NAM bias above 1.5 inches HPC outperformed NCEP models/ensembles most in 12-21 inch range

HPC Products and Services-Winter Weather Desk Low Tracks Graphic http://www.hpc.ncep.noaa.gov/wwd

HPC Products and Services Low track verification 2006-7 Lowest RMS error-blend of NAM/GFS

HPC Products and Services Medium Range Desk Black (i.e., absence of color) implies high confidence (i.e., absence of uncertainty). Mixtures of red, green, and blue indicate relative amounts of uncertainty due to independent sources.

HPC MEDIUM RANGE PRODUCTS Model Diagnostics Desk Prelim Day 3-7 Frontal Progs 0900 UTC Prelim PREEPD 0900 UTC Medium Range Pressure/Fronts Prelim Day 3-7 500 mb Progs 1130 UTC Updated Day 3-7 Frontal Progs 1315 UTC Updated PREEPD 1400 UTC Tropical Hotline Call (seasonal) Noon ET Final Day 3-7 Fronts 1900 UTC PMDEPD (Final) 1930 UTC Medium Range Temps/PoPs/QPF Hawaiian 1-7 Day Discussion 1130 UTC Morning Day 4/5 and 1-5 QPF 1200 UTC Prelim Day 3-7 Min/Max/PoPs 1400 UTC Prelim Medium Range Grids 1500 UTC Final Day 3-7 Min/Max/PoPs 1900 UTC Final Medium Range Grids 2000 UTC Afternoon Day 4/5 and 1-5 QPF 2300 UTC MEDIUM RANGE DESK TWO FORECASTER TEAM SHIFT HOURS 1030-1930 UTC EVERY DAY OF THE YEAR 288 daily members of model/ensemble height field forecasts

HPC DAY 3-7 500 MB PROGS HPC DAY 3-7 FRONTS HPC DAY 4/5 QPF HPC DAY 1-5 QPF

HPC Products and Services-Medium range Forecast Desk Blender for sea level pressure/ 500 mb forecasts

HPC Medium Range Temperature/Probability of Precip Blender

HPC Medium Range Available Models/ensembles Overlay of ECMWF/GFS/ensemble 500 mb height forecasts (left) HPC can now access ECMWF ensemble mean 200-500/700 mb Heights , 850 mb height/temp/wind , sea level pressure forecasts from both 00z and 12z cycles

HPC Days 3-7 Minimum Temperature Verification

NCEP Modeling System Update

NCEP Modeling System - Short Term Road Map GFS – Global Forecast System Changed to use dominant precip type 8/21/07 BALDWIN /NCEP/...REVISED NCEP...RAMER...BOURGOUIN ...AND AN EXPLICIT MICROPHYSICS ALGORITHM NAM – North American Mesoscale Model Tweaks to initialization schemes CONUS 4 km resolution spring 2009 GEFS – Global Ensemble Forecast System 12/4/07 Addition of 20 Canadian model members + 20 GEFS = 40 members (eventual addition of NOGAPS forecast members) PRODUCTS INCLUDE MEANS/SPREADS/MODES AND 10...50...AND 90 PERCENT PROBABILITY FORECASTS http://www.weather.gov/os/notification/tin07-81naefs.txt SREF – Short Range Ensemble Forecast System 21 members run at approx 34km horiz res 4 cycles per day (upgrade to 12 km December 2007) 10 Eta members, 5 Regional Spectral Model, 6 Weather Research Forecast (WRF) Convert all members to WRF

North American Ensemble Forecast System 186 hr median 2m Temperature Forecast

North American Ensemble Forecast System 186 hr 90th percentile 2m Temperature Forecast

Questions ???

HPC Winter Weather Desk Forecast Process Average Snow to Liquid Ratio applied to blended qpf amounts http://www.eas.slu.edu/CIPS/Research/snowliquidrat.html

Snow to liquid Ratio Verification Roebber Neural net method Caribou Method Climatology

Prism-adjusted accumulations for intermountain west

Monthly Synergy Meetings http://www.hpc.ncep.noaa.gov/html/model2.shtml#synergy Informal meeting with EMC, NCO, MMB, NCEP Service Centers, WFOs Near term model development and super computer/comm systems plans provided Users can anticipate and accommodate changes Refer to http://www.nco.ncep.noaa.gov/pmb/changes/

Flash Flood Forecasting: An Ingredients-Based Methodology Doswell, Brooks, and Maddox Weather and Forecasting   December 1996 pp. 560–581

Day six multi-model 500 mb height forecast verification

HPC Days 3-7 Forecast Methodology Forecasters modify max/min temperatures and 12 hr PoPs at up to 384 points. Dew point, cloud cover, winds, and precipitation type generated from HPC temperature, PoP and surface progs. Forecasters cannot edit these fields. Basic philosophy is to generate a set of grids that are consistent with the manually generated forecasts Forecasters can modify MOS point forecasts directly or use a blending tool. Blender allows forecasters to select a mix of models, ensembles, and current NDFD grids, assign weights, and use the resultant temperatures and PoPs as a starting point. These can then be manually modified.

Methodology Grid Production Max/min temperature grids are produced by interpolation of manually prepared point forecasts to a grid with PRISM climatology as a background PoP grids are interpolated from HPC modified stations Dew points use the HPC temperature forecasts and MOS ensemble with Prism climatology as a background Cloud cover is based on HPC PoPs and max temps Winds are based on HPC surface progs Precipitation type is based on HPC max/min temperature forecasts and on PoPs (for areal coverage)

HPC Winter weather desk planned changes for 2007-8 HPC has requested ECMWF provide 6 hourly precipitation amounts and precipitation type forecasts-If yes, HPC will include in the accumulation forecast blender

Model/srefmean 84 hour Temperature bias 6/01/07-8/31/07

Model/SREFMean Temperature Performance March 01 2007-April 15 2007

Model/srefmean 84 hour Height rms error 6/01/07-8/31/07

Primary Medium Range Models/Ensembles used at HPC Cycle (UTC) Run Duration (Days) Approx Horizontal Grid Spacing (km) Members per Day DGEX 06, 18 8 15 2 ECMWF 00, 12 10 20 ECMWF Ens. 40 102 (2 means) GFS 00, 06, 12, 18 16 4 GEM Global 10/6 UKMET 6 FNMOC 55 NAEFS 80 40 (2 means) FNMOC Ens. 00 10 (1 means) GFS Ens. 80 (4 means) GEM Ens. Total: 288 individual runs per day!

HPC Days 3-7 Future Plans Continued improvement of methodology Better algorithms for post processed fields Changes based on requests from field offices Use of gridded MOS as background Investigate alternative means of production More use of tools such as blenders More use of ensembles Faster processing of grids for earlier delivery Better hardware Optimize processing Expand coverage to OCONUS Day 4 - 7 grids for Alaska Same grids as CONUS

HPC Products and Services Low track verification 2005-6 Lowest rms error-blend of NAM/gfs

HPC Products and Services Issue Storm Summaries for widespread heavy precipitation events and post hurricane landfall. Rainfall statements in Tropical Cyclone Advisories plus backup to National Hurricane Center Significant River Flood Outlook Event Driven Forecast support for Government Agencies (i.e. post September 11 attack forecasts for New York and Washington) Air Quality Forecast Summaries in summer

HPC QPF Methodology GFS 48 hr forecast (l), CPC analysis estimate (magenta 2.5, blue 3.5, yellow 4”)-HPC correctly increased GFS amounts with continuous 2 inch area in sw VA

GFS Day 2 forecast (left), HPC Day 2 forecast (right) HPC QPF Methodology GFS Day 2 forecast (left), HPC Day 2 forecast (right)

HPC Day Two qpf vt 12z 25 Oct 2007 with verifying amounts http://www2.hpc.ncep.noaa.gov/npvu/data/gifs/nam/qpfcomp/200710/nam_p24i_2007102312f048.gif

Day two HPC (left), NAM (right), GFS (bottom)