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FLURRIES OR FEET? An Analysis of QPF Errors in an Eastern North Carolina Snowstorm December 2-4, Jason Caldwell South Carolina State Climate Office
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WINTER WEATHER FORECASTING
CSTAR Project National Weather Service Offices (NC, SC, VA) Focus on improving forecast skill in CAD, CF Evaluation of the MM5 Real-Time Forecast System NCSU, NC SCO, NCSC, Capitol Broadcasting Focus on sources of model error on the synoptic and mesoscale related to CAD, CF Examine model performance relative to Eta
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SYNOPTIC SET-UP VALID 12Z 2 DECEMBER 2000 EDAS Surface Analysis
EDAS 850mb Analysis EDAS 500mb Analysis EDAS 250mb Analysis VALID 12Z 2 DECEMBER 2000
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MM5 vs. ETA Quantitative Precipitation Forecasts (24-30 hour forecasts valid Z on 3 December 2000) Insert MM5 24h Forecast here
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TOTAL ACCUMULATED SNOWFALL 2-4 DECEMBER 2000
(graphics courtesy NWS Raleigh)
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What we know: Model forecasts missed a precursor vorticity maximum at 500 mb Models predicted coastal front too close to coast (site for surface cyclone formation) Models under-predicted intensity of cold-air damming Models produced heavy precipitation with a thermodynamic profile that was characterized by shallow cloud Operational sea-surface temperature analyses were too warm according to NCEP, could have been tied to coastal front errors
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HYPOTHESIS A Lead vorticity disturbance at 500 mb(under-forecast by models) pushed the coastal front seaward, strengthened CAD, dried atmosphere over central NC before main vorticity maximum arrived through evaporative processes and subsidence EVALUATE MODEL ERRORS IN 500mb VORTICITY COMPARE VERTICAL CHARACTERISTICS BEFORE & AFTER VORT PASSAGE TEST FOR EVIDENCE OF SURFACE BASED RESPONSE HOW DOES THIS AFFECT QPF?
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ETA 500mb Height/Vorticity 12h Forecast
EDAS 500mb Height/Vorticity Analysis valid 00Z 3 December 2000 MM5 500mb Height/Vorticity 12h Forecast valid 00Z 3 December 2000 valid 00Z 3 December 2000
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VERTICAL CROSS-SECTION DIAGRAM
Yellow section indicates Central NC region; Black dot indicates location at max QPF gradient
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EDAS Vertical Analysis (Omega,RH) EDAS Vertical Analysis (TAdv,Theta)
valid 00Z 3 Dec 2000 valid 00Z 3 Dec 2000 EDAS Vertical Analysis (Omega,RH) EDAS Vertical Analysis (TAdv,Theta) Drying aloft due to Subsidence CAA increasing w/time In the wake of lead vort max, AVA/NVA signals convergence at the 500mb level Subsidence indicated below 500mb by drying over central NC and CAA increasing with time Reflection of accumulation of mass seen with increased depth of CAD, seaward extension of CAD Subsidence also indicated offshore by 06Z in response to CAA in low levels OMEGA strengthens slightly around 700mb attributed to Differential Temperature Advection ( mb) and drier air over moist air INCREASED BUOYANCY TERM Temperatures rapidly decreasing w/height UVV as response to DiffThermAdv Low-level drying as CAD strengthens CAA increasing w/time valid 06Z 3 Dec 2000 valid 06Z 3 Dec 2000
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EDAS FRONTOGENESIS AND SLP ANALYSES (PRE- & POST- 500mb VORT MAX)
PRE-VORT POST-VORT EDAS FRONTOGENESIS AND SLP ANALYSES (PRE- & POST- 500mb VORT MAX) valid 00Z 3 Dec 2000 valid 06Z 3 Dec 2000 1000mb frontogenesis indicates CF pushed off-shore between 00Z and 06Z in wake of lead vort max SLP between 1028 and 1032 over central NC at 00Z----- intensifies to 1030 to 1034mb by 12Z valid 00Z 3 Dec 2000 valid 12Z 3 Dec 2000
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HOW DOES THIS AFFECT THE QPF?
The strength and southern extent of the cold air damming was under-predicted by model forecasts and led to errors in QPF. HOW DOES THIS AFFECT THE QPF? The decreased magnitude of CAD shifts the location of the coastal front and affects low-level thermal and moisture profiles inland - thermal gradient (baroclinic zone) is positioned farther west due to restricted areal coverage of cold dome - moisture availability is higher due to less airmass intrusion from parent high - lower atmosphere is less stable and more conducive to vertical motion - coastal front more likely to propagate inland as WAA overtakes weaker CAD
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HOW DOES THIS AFFECT THE QPF?
Model forecasts predicted the placement of the coastal front west of the actual location off the coast of North Carolina and resulted in QPF errors HOW DOES THIS AFFECT THE QPF? Low pressure forms closer to the coast which extends the western boundary of precipitation into the Triad region - enhanced upward vertical motion inland due to surface convergence at CF - increased moisture transport with stronger and more easterly winds at low-levels - prolonged duration of precipitation as a result of proximity - prolific isentropic lift as warm air advection associated with cyclogenesis moves into NC over CAD at mid-levels
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HYPOTHESIS B Model microphysics were overactive in producing precipitation with dry air aloft and a shallow cloud EVALUATE PRECIPITATION MECHANISMS PRESENT DIAGNOSE VERTICAL TEMPERATURE/MOISTURE PROFILE OVER CENTRAL NC HOW DOES THIS AFFECT QPF?
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INGREDIENTS FOR WINTER PRECIPITATION FORECASTS
FORCING FOR ASCENT Low/mid- level convergence Upper-level divergence/diffluence Differential Temperature Advection AVAILABLE MOISTURE *Skew-T profiles *Satellite Imagery INSTABILITY Temperatures decreasing w/height Thermal and Moisture Advection TEMPERATURE Determines p-type and snow/water ratio EFFICIENCY Based on cloud Temperature and ice generation *Max occurs at –15C w/strong forcing for ascent
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MUCH DRIER THAN FORECAST
Cross-section of Omega/RH EDAS Analysis valid 12Z 3 December 2000 MUCH DRIER THAN FORECAST MUCH DRIER THAN FORECAST Cross-section of Omega/RH ETA 24h Forecast valid 12Z 3 December 2000
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24-hour MM5 and ETA Forecast Soundings and EDAS RAOB Raleigh-Durham International, NC (valid 12Z 3 December 2000) Cloud top T ~ -10C Shallow Cloud Layer Models too moist below 850 mb Cloud depth over-predicted by models Less drying above 600 mb than in models
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HOW DOES THIS AFFECT THE QPF?
The ETA model microphysics scheme allowed ice crystal growth at –10 degrees C which allowed precipitation generation to occur in shallow, super-cooled water droplet clouds. HOW DOES THIS AFFECT THE QPF? Dendrite growth occurred in an non-conducive thermal environment generating spurious precipitation Increased moisture availability in the models through an extended depth over-quantified precipitation totals, when in reality the atmosphere was dry above 700mb
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SUMMARY AND CONCLUSIONS
Classification of QPF Error Sources (1) Synoptic-scale features (i.e. 500 mb vorticity) (2) Circular feedbacks from multiple factors (3) Model parameterizations Model Inter-comparison + MM5 achieved better QPF forecasts than Eta yet MM5 also under-estimated the CAD and vort max + MM5 also out-performed the Eta in coastal front location, strength of CAD, and track of the cyclone
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( & OTHER CONSIDERATIONS)
DIRECTIONS FOR FUTURE RESEARCH ( & OTHER CONSIDERATIONS) Sensitivity experiments using: - High-resolution SST - PBL and Microphysics options Examine low-level moisture influx in model forecasts - Relationship to latent heat release Statistically quantify the relative weight of each proposed hypothesis in generating model QPF errors
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Vertical Motion & Moisture Cross-Section EDAS vs
Vertical Motion & Moisture Cross-Section EDAS vs. ETA 12h Forecast valid 00Z 3 Dec 2000 Low-level drier air as a result of subsidence in CAD region over central NC RH values increase over eastern NC around 700mb in region of ascent where OMEGA= -7mb/s Model indicates region of subsidence isolated west of RDU adjacent to the mountains To the east, upward vertical motion (up to -11mb/s) predominates in the entire mb layer RH too low over central NC at 500mb indicating drying and instability between mb RH too high around 700mb level continues mid-level instability 12hr model forecasts indicate downward omega west of RDU over central NC/southern VA with UVV above 850mb east of the CAD region approaching –11mb/s in eastern NC in the mb level RH forecasts low values over RDU at this time below 850 with higher RH over mts and aloft around 700mb
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Vertical Motion & Moisture Cross-Section EDAS vs
Vertical Motion & Moisture Cross-Section EDAS vs. ETA 18h Forecast valid 06Z 3 Dec 2000 Positive values of OMEGA indicates subsidence at low-levels over central NC and offshore Upward vertical motion (OMEGA=-9mb/s) strengthens near 700mb over eastern NC RH values increased in the mb layer across all of NC Substantial drying below 850mb and aloft above 700mb Model indicates upward motion from SFC-500mb Two OMEGA maxima (-12mb/s, -16mb/s) over central/eastern NC in the mb layer RH too high at low-levels in CAD region (possibly due to erroneous precipitation) Dry air at 500mb too far west over mountains; RH too high above 700mb east of mountains
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