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Louisville, KY August 4, 2009 Flash Flood Frank Pereira NOAA/NWS/NCEP/Hydrometeorological Prediction Center
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Motivation Recent high-profile flood events highlight the need for situational awareness of low probability, yet high impact events. Nashville: May 1, 2010 Atlanta: Sept. 21, 2009 Louisville: Aug. 21, 2009
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Outline Event Summary Event Summary Model and HPC Performance Model and HPC Performance Any Indication of Impending Event? Any Indication of Impending Event? Spatial Density Plots Spatial Density Plots Conclusions and Discussion Conclusions and Discussion
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Louisville Impacts Rainfall amounts up to 6- inches fell between 1100Z and 1400Z across central Louisville Rainfall amounts up to 6- inches fell between 1100Z and 1400Z across central Louisville Five inches fell in 90- minutes from 1145Z to 1315Z Five inches fell in 90- minutes from 1145Z to 1315Z In Louisville, nearly 200 people rescued from the from the tops of cars and houses. No fatalities or injuries. Courtesy of NWS WFO – Louisville, KY
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SPC Analysis 04 Aug 12Z 500 mb Height and Vorticity & 700-400 mb Differential Vorticity Advection 850 mb Height, Temperature, Wind & Temperature Advection
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SPC Analysis 04 Aug 00/12Z Precipitable Water, Upwind Propagation Vectors & 1000-500 mb Thickness
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04 Aug 12Z Nashville, TN Sounding PWAT = 1.74 in.
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Radar and HPC Surface Analysis
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Verification 24-hr Amounts Ending 04 Aug 12Z observedHPCOhio RFC NAMGFS Courtesy of NWS/OCWWS – National Precipitation Verification Unit
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Verification 24-hr Amounts Ending 05 Aug 12Z observed HPC Ohio RFC NAMGFS Courtesy of NWS/OCWWS – National Precipitation Verification Unit
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HPC Excessive Rainfall Graphics Valid 04/12Z – 05/12Z Issued ~1000Z Displays the probability that precipitation will exceed the flash flood guidance values issued by the River Forecast Centers (RFCs)
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HPC Excessive Rainfall Graphics Valid 04/15Z – 05/12Z Issued ~1400Z Displays the probability that precipitation will exceed the flash flood guidance values issued by the River Forecast Centers (RFCs)
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Moisture and Weak Warm Advection Louisville 12-hour GFS Forecast Valid 04 Aug 12Z 850 mb wind and PWATS850-700 mb Q-vector divergence & 850 mb warm air adv
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SDF Forecast Sounding 09-hour NAM Forecast Valid 04 Aug 09Z Courtesy of NWS WFO – Louisville, KY
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High-Res Model Guidance HPC investigating utility of high-res model guidance to anticipate heavy rainfall threats HPC investigating utility of high-res model guidance to anticipate heavy rainfall threats Example from 4.0 km WRF-NMM (run @ EMC) initialized with the 04/00Z NAM Example from 4.0 km WRF-NMM (run @ EMC) initialized with the 04/00Z NAM
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0700 UTC
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0800 UTC
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0900 UTC
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1000 UTC
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1100 UTC
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1200 UTC
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1300 UTC
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1400 UTC
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1500 UTC
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1600 UTC
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1700 UTC
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1800 UTC
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Integration of Hi-Resolution WRF guidance High-resolution models are not accurate on the scale of individual grid points However, high-resolution models can capture realistic amplitude of events Use neighborhood approach (e.g., Schwartz et al. 2009) to give credit for the correct event/phenomenon, even if the placement is not perfect Also known as “Spatial Density”
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Model 1 h QPF1” Binary Create binary field where threshold exceeded (Flash Flood Guidance) Neighborhood / Spatial Density Approach Schwartz et al. (2009) Smooth the resulting binary (1 or 0) distribution (using a Gaussian Smoother)
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Model 1 h QPF Creating the Exceeding FFG Density Plot Schwartz et al. (2009) > FFG Density Raw data (1s & 0s) are run data through a Gaussian Weighted Filter to create an index of values from 0-100
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Density Plot Used to raise forecaster’s situational awareness Diagnostic Available from NCEP High Res Window runs and experimental EMC run Not a silver bullet – Limitations of using single models Not calibrated (30% does not necessarily occur 30% of time) SPCWRF4 (30-HR QPF) QPF > 3-hr FFG in 3 hrs
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Conclusions Convection initiated ahead of warm front in a moist atmosphere along a weak low level jet Convection initiated ahead of warm front in a moist atmosphere along a weak low level jet Event was poorly handled by lower resolution deterministic models and manual forecasts Event was poorly handled by lower resolution deterministic models and manual forecasts High-resolution model input and spatial density plots may have been used to raise situational awareness High-resolution model input and spatial density plots may have been used to raise situational awareness
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