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Exploitation of Ensemble Output (and other operationally cool stuff) at NCEP HPC Peter C. Manousos NCEP HPC Science & Operations Officer (peter.manousos@noaa.gov)
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Goals of Presentation Show how ensemble output is exploited at HPC Briefly –Sneak in an intro on NCEP and HPC –Provide a short term roadmap for the NCEP modeling system –Introduce downscaling techniques employed at HPC Answer questions
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NWS CONSTRUCT OF OPERATIONAL OFFICES CWSUs and Regional Headquarters not depicted WFOs RFCs
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HPC PRODUCTS AND SERVICES QPF –5 Day QPF –Excessive Rainfall –Probabilistic Snow/Ice –Compile National Flood Outlook Fronts/pressures –Surface Analysis & Daily Wx Map –12h - Day 7 Forecasts –General Weather through 48h –Day 3-7 Max/Min/24h PoP (gridded) –Tropical guidance (to Day 7) Model diagnostics International Desk Experimental products HPC also provides Emergency & Special Products and Services http://www.hpc.ncep.noaa.gov
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Ensemble Exploitation
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Static Reference Nominally derived ensemble parameters (means, spreads, clusters, etc.) Serve as reference to quantify pattern evolution uncertainty and assist in pattern evolution preference http://www.hpc.ncep.noaa.gov/mdd
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http://www.hpc.ncep.noaa.gov/wwd
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Automated Guidance Automated ensemble products highlighting areas most likely to exceed critical thresholds http://www.hpc.ncep.noaa.gov/wwd/impactgraphics
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Starting Point Forecaster selected blends to generate starting point grids
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Targeted PDF Application Generation of probabilities by applying (centering) ensemble spread on manually generated deterministic forecast http://www.hpc.ncep.noaa.gov/ (winter weather, QPF, Medium Range)
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QPF Confidence Interval Max/Min QPF derived from HPC QPF and Characteristic uncertainty of current pattern http://www.hpc.ncep.noaa.gov/qpfci/qpfci.shtml
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Model Info
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NWS Modeling System - Short Term Road Map CCS – Central Computing System –New System being installed/tested –Slated to be operational Jan 07 – all CPU resources already earmarked for use GFS – Global Forecast System –T384/64L resolution, T190 after 180 hrs –No planned increases in resolution – conversion to hybrid sigma/p coordinate system, tweaks to init schemes and physics packages planned after CCS upgrade NAM – North American Mesoscale Model –WRF core run at 12km/60L res, non hydrostatic, sigma/p coordinate system –No short term planned increases to model res, tweaks to init schemes and physics packages intended after CCS upgrade GEFS – Global Ensemble Forecast System –14 members run at T126/L28 4x/day –Increase to 20 members and L64 after CCS upgrade –NAEFS will also increase to 16 CMC + 20 GEFS = 36 members after CCS upgrade SREF – Short Range Ensemble Forecast System –21 members run at approx 34km horiz res 4 cycles per day (posted to 40km res grib files) »10 Eta members, 5 RSM, 6 WRF –Intention to convert all members to WRF after CCS upgrade
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Monthly Synergy Meetings 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 Highlights posted to web and emailed to “allsoos list” http://www.hpc.ncep.noaa.gov/html/model2.shtml#synergy
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Downscaling to 5km
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5km PRISM data is applied to 380 point forecasts to generate 5km forecast grid 5km Gridded MOS is being tested to replace PRISM data
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NDFD D5 Max T HPC http://www.hpc.ncep.noaa.gov/5km_grids/5km_gridsbody.html
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QPF related grids can be downscaled via PRISM as well Impact of downscaling on QPF related grids only occurs where significant gradients in terrain exist http://www.hpc.ncep.noaa.gov/wwd/internal
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Questions ??? peter.manousos@noaa.gov 301 763 8000 x 7307
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How do we get 5km detail from just 380 points ??? 5km PRISM data is used as a starting point Difference between HPC and PRISM data taken at all HPC forecast points (380) A “difference grid” (HPC – PRISM) is generated –Results in a 5km grid with little detail “Difference grid” is then added on top of the PRISM data
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Gotcha’s with mean/spread for QPF QPF “mean” can be misleading if output from individual members do not overlap each other
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