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MSG cloud mask initialisation in hydrostatic and non-hydrostatic NWP models Sibbo van der Veen KNMI De Bilt, The Netherlands EMS conference, 10 -14 September 2012, Lodz, Poland
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Changing initial clouds in Hirlam / Harmonie: Use: cloud mask nowcasting SAF MSG cloud top temperatures Synoptic cloud base heights
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Relation between cloud amount and specific humidity: Preserve buoyancy when changing humidity (keep virtual T constant) especially important in Harmonie! Correction: N: 3-D cloud cover (N>0)(N=0)
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Apply to: 1) Hirlam (hydrostatic) * 4 seasons verification See Van der Veen, S. H., 2012: Improving NWP model cloud forecasts using Meteosat Second Generation imagery. Accepted for publication in Mon. Wea. Rev. * RUC (in cooperation with Siebren de Haan, KNMI) 2) Harmonie (non-hydrostatic)
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Spin up / spin down rainfall / cloud cover Limit initial humidity changes to 10% (optimisation of precipitation forecasts) results based on ~ 140 runs
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Example: cloud creation and cloud removal
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1. Hirlam Rapid Update Cycle Semi-operational (version 7.3), 11 km 3d VAR Observations: Mode S, AMDAR, synop, GPS Analysis every hour Forecast length: 6 h Period: 5 May – 23 December 2011 Control run and ‘MSG’ run (Kain-Fritsch)
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Observations used for verification: AMDAR: upper air temperatures Synop: cloud amounts Synop: pressure Synop: 2-m temperature
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Verification of forecast cloud amounts:
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Standard deviation / bias cloudiness averaged over whole period
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Verification of precipitation forecasts
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Verification of upper air temperatures:
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Verification of 2-m temperatures: Standard deviation: slightly better Bias: worse! (radiation module?)
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Verification of forecast surface pressure:
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2a) Convection in Harmonie Case study: 10 July 2010 Analysis times: 12 / 18 UTC Severe thunderstorms over the Netherlands
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CNTR 18+(3-2) MSG
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CNTR 12+(9-8) MSG
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2b) Fog in Harmonie Two experiments: with and without cloud mask / synop initialisation Cycling frequency: once every 6 hours Period: 15 – 30 March 2012 Area: The Netherlands / North Sea Example showing impact: 22 March, 06 UTC + 24h forecast
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CNTR +1 MSG
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CNTR +2 MSG
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CNTR +3 MSG
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CNTR +4 MSG
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CNTR +5 MSG
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CNTR +6 MSG
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CNTR +7 MSG
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CNTR +8 MSG
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CNTR +9 MSG
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CNTR +10 MSG
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CNTR +11 MSG
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CNTR +12 MSG
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CNTR +13 MSG
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CNTR +14 MSG
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CNTR +15 MSG
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CNTR +16 MSG
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CNTR +17 MSG
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CNTR +18 MSG
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CNTR +19 MSG
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CNTR +20 MSG
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CNTR +21 MSG
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CNTR +22 MSG
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CNTR +23 MSG
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CNTR +24 MSG
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Summary (1): > Initialisation procedure Hirlam / Harmonie: * change spec. humidity after analysis (MSG, synoptic cloud base) > Verification results for Hirlam: * better cloud cover, precipitation, upper air temperatures, surface pressure for forecasts * worse bias of 2-m temperatures > Conclusion: * (variational) data assimilation not necessary for humidity in Hirlam…
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> Convection in Harmonie: Initial MSG cloud mask in Harmonie increased thunderstorm precipitation considerably in +3h and +9h forecasts > Fog in Harmonie: MSG cloud mask can remove erroneous fog fields in forecasts (up to +24 h) > ‘buoyancy correction’ in Harmonie: significant impact (more rain if not applied) Summary (2):
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Outlook: -Improve initial cloud base over ocean -MSG in Harmonie semi-operational -More verification of Harmonie
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