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Ozone and PM 2.5 verification in NAM-CMAQ modeling system at NCEP in relation to WRF/NMM meteorology evaluation Marina Tsidulko, Jeff McQueen, Pius Lee Geoff DiMego, Michel Ek NOAA/NCEP/EMC CMAS, 2 October, 2007
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268 grid cells 259 grid cells East “3x” Domain Forecast Domains (2005- 2007) CONUS “5x” Domain 1.WRF-CMAQ 2.WRF-CMAQ/PM
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NCEP-EPA AQ SYSTEM NAM (WRF-NMM) Tighter coupling with more parameters transfered from NAM
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CMAQ and NAM Changes Summer 2007 May 1Sep 8 CONUS 8-Hr Max BIAS
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CONUS 5X Sub-Regions HIT Rate 8-Hr Max FHO Ozone statistics South-West Lower Miss Valley July 20 – Aug 25 North-East
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CONUS 5X Sub-Regions BIAS 8-Hr Max LA under-prediction
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July 3rd 5 PM, 36 hour Forecasts: Wind 10m & Temp 2m NAM RTMA NAM Verification: BIAS July 1-15, 2007, SWC Wind Temp Dew point NAM has stronger winds, Warmer temperature and Strong dry bias
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LA Under-prediction NE Over-prediction Lower Miss Valley Over-prediction 2007: other cases Of under-prediction And over-prediction
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PBL HEIGHT ESTIMATION IN MODELS AND OBSERVATIONS + Ri Number (no fluxes) NAM: TKE scheme CMAQ: Critical Richardson Number (with fluxes) RADIOSONDES: Critical Richardson number (surface fluxes set to zero) Ri CR = 0.25 (Vogelezang and Holtslag, 1996) Post After change to ACM2 VERIFICATION How good is PBL depth in the models? How we can verify it? - internal model parameter - no good measurements on regular basis
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PBL Verification System RAOB BUFR format Observations Model output NAM GFS Grib Format Forecast Verification System PBL height Statistics PBL calculation Profiler Aircraft TKE PBL Mix Layer Ht Ri PBL/fluxes Ri PBL/no fluxes CMAQ 800 1120 480 Eastern US July 20-27, 2006
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Western US Eastern US Central US PBL Depth July 1 – Sep 2, 2007 TKE PBL RI PBL RAOBS
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TKE PBL and RI PBL Verification TKE PBLRI PBLRAOBS
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TKE, RI and MODRI PBL depth TKE PBL is higher Some features exist only in TKE PBL
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TKE, RI and MODRI PBL depth differences
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CA: MODRI PBL is higher than RI PBL, and at some locations It is higher than TKE PBL
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TKE PBL RI PBL MODRI PBL
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TKE PBL RI PBL MODRI PBL Over-prediction – low PBL?
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TKE PBL RI PBL RAOBS MX Height PBL Verification for retrospective tests: July 20-27, 2006 Western US Eastern US Central US 800 1120 480 2000 2400 2800 1600 1400 1800 2200 TKE PBL overprediction
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July 20-27, 2006 12 hr PBL verification from launcher runs; Valid 00z Oakland CASan Diego CA
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TexAQS 2006 Profiler: Lonlview, TX RAOBS: SHREVEPORT, LA
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TexAQS 2006 (Measurements provided by Jim Wilczak)
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Preliminary PM2.5 verification CMAQ forecast Starting 06Z 5 Aug, 2006: 24 hours average Particles (PM2.5): Daily 24-Hour AQI, (midnight to midnight ) AIRNOW: Daily 24-Hour AQI: 1 – 50 Good 51 – 100 Moderate 101 – 150 Unhealthy for Sensitive Group
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Summary and Future Work OZONE: Ozone bias improved in experimental 5x CMAQ CMAQ has negative bias over SW sub-domain, especially LA LA under-predictions could be related to NAM meteorology PBL: Ri number based PBL is added to Verification System at NCEP PLANS: Add Aircraft (ACARS) data to PBL Verification (much more frequent than twice/day RAOBS data) Add Mixed Layer Height and ModRi based PBL to Verification Add PM 2.5 to Verification
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