10/05/041 satellite data in the verification of model cloud forecasts christoph zingerle tartu, 24....
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Satellite Data in the Verificationof Model cloud forecasts
Christoph Zingerle
Tartu, 24. – 26. Jan. 2005
HiRLAM mini workshop on clouds and convection
a convective case in summer 2003seen from NOAA satellites
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Outline
HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
- Verification: Alignments for Satellite Data
- Satellite Data
- Case studies
- Outlook / Future
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Verification
Comparing Observations to Forecast
- Point measurements – volumes / fields
- Observation and forecast are on different scale / location
- Problems verifying fields of meteorological data e.g. rain, clouds, radar reflectivity
HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
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Verification
HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
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Verification
temperaturehumiditycloud fractioncloud liquid watercloud ice watertotal cloud water surface data (p, T, rH)
RTTOV-8
- Simulates clear/cloudy multilevel infrared and
microwave radiances
- Consistent random-overlap scheme for
clouds in different levels
- Multiphase cloud field: water / ice / mixed
HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
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Satellite Data
HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
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NOAA AVHRR satellite image
- Re-sampling needed
- Preprocessed AVHRR image (calibrated and navigated) pixel center in the grid-box corresponding to the HIRLAM grid pixel assigned to this grid-box
- Assumptions:
HIRLAM grid value represents average over all the values in box
Neighbouring pixels tend to have similar properties
HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Satellite Data
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full resolution, 30.4.2004 (10.8µ) after re-sampling, 30.4.2004 (10.8µ)
HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Case
15. – 17. July 2005
- All NOAA satellite observations of that periode
- Small domain covering little more than Scandinavia
- Forecasts re-run at ECMWF in May 2004 with reference HiRLAM of last summer.
- Irregular distribution (time and space) of the satellite overpasses
MODEL:
SATELLITE DATA:
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Case
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Caseall observations
surface / clear sky
convection observed
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Case
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Casemorning
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Case
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Caseafternoon
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Caseafternoon
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Casenight
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Convective Caseafernoon 2 (+34h)
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Evolution histogram
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Evolution histogram
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Conclusions
- Higher surface temperatures observed than forecasted
- Convective clouds in model general to warm – convection not strong enough?
- Advected clouds have smaller differences
Satellite Data:
- RTM’s are a very useful tool also in verification
- Up / Dowonscaling methods have to be tested more extensively (true observation?)
- Continuous observations are needed
- Error decompostion needed! (postion, area, intensity)
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HiRLAM mini workshop, Tartu 24. – 26. Jan. 2005
Future
- Continuous observations – METEOSAT 7/8
- This case: more forecasts – more details (lead time)
- Adaption of error decompostion software
- Satellite / SYNOP comparison