AIRS radiance assimilation Joanna Joiner, Paul Poli, Robert Atlas, - - PowerPoint PPT Presentation

airs radiance assimilation
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AIRS radiance assimilation Joanna Joiner, Paul Poli, Robert Atlas, - - PowerPoint PPT Presentation

AIRS radiance assimilation Joanna Joiner, Paul Poli, Robert Atlas, Genia Brin 1. Status of fvSSI radiance assimilation experiments 2. Investigation of horizontal gradient effects on AIRS/AMSU 12/1/2004 AIRS meeting Joiner AIRS radiance


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SLIDE 1

12/1/2004 AIRS meeting Joiner

AIRS radiance assimilation

Joanna Joiner, Paul Poli, Robert Atlas, Genia Brin

  • 1. Status of fvSSI radiance assimilation

experiments

  • 2. Investigation of horizontal gradient effects on

AIRS/AMSU

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12/1/2004 AIRS meeting Joiner

AIRS radiance assimilation setup

  • All experiment use fvSSI system (T62L64, model

1x1.25o)

– Finite-volume general circulation model (GMAO) – Spectral Statistical Interpolation (SSI) analysis (NCEP) – Modifications to accept AIRS data preprocessed at NASA/GSFC (thinned, cloud-detected, cloud-cleared) – Added new version of OPTRAN (faster)

  • Can run 6 week experiment (2 week spin-up),

forecasts daily for 30 days in ~5 days

  • Have completed several experiments
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12/1/2004 AIRS meeting Joiner

Monthly averaged scores

Black: control; Red: AIRS standard weights; Green: Increased weights Thinned: warmest of 9 pixels

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12/1/2004 AIRS meeting Joiner

Monthly averaged scores

Black: control; Red: AIRS standard weights; Green: GSFC cloud detection Note: Similar results with cloud- cleared data (not optimized)

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SLIDE 5

12/1/2004 AIRS meeting Joiner

5-day daily scores for Jan. 2003

Black: control; Red: AIRS standard weights; Green: GSFC cloud detection Notes: 1) Need more statistical analysis to determine significance 2) Setup needs further checking

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12/1/2004 AIRS meeting Joiner

Effect of horizontal gradients on AIRS and AMSU brightness temperatures

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12/1/2004 AIRS meeting Joiner

Accounting for effects of horizontal gradients for AIRS/AMSU

  • Use hybrid analysis (NCEP in the troposphere,

GMAO in stratosphere and above, GMAO off-line

  • zone analysis, 1x1.25o)
  • Using appropriate geometry (rotations) compute a

slanted profile (Bs)

  • Compare with traditional vertical profile (Bv);

Using an RT code, compute brightness temperatures: ΔB=Bv-Bs

  • Compare with AIRS/AMSU observations;

Compute Δ|O-B|=|O-Bv|-|O-Bs| (tuning applied)

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12/1/2004 AIRS meeting Joiner

Maximum brightness temperature differences (ΔB=Bv-Bs), solid line: detector noise

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12/1/2004 AIRS meeting Joiner

Global standard deviation of

ΔB=Bv-Bs

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12/1/2004 AIRS meeting Joiner

Globally-averaged Δ|O-B|=|O-Bv|-|O-Bs| (+: improvement; -:degradation)

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12/1/2004 AIRS meeting Joiner

Distributions of Δ|O-B|=|O-Bv|-|O-Bs|

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12/1/2004 AIRS meeting Joiner

Locations of gradient effects

  • : AMSU 10 (>.5K); +:AIRS 667.9cm-1 (>.5K); Δ:1551.6cm –1 (>.5K);

◊: 1039.9cm-1 (>.2K); *:871.1cm-1 (>.2K)

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12/1/2004 AIRS meeting Joiner

Conclusions and Future Work

  • AIRS radiances have positive impact on forecasts in fvSSI system,
  • Jan. 2003, both hemispheres
  • Impact increases when weights are increased
  • So far, GSFC cloud-screening and –clearing have not improved

results, but set-up may not be optimized

  • Run new set of experiments with code updates, carefully checking

the setup and optimization for cloud-cleared, -screened data

  • Horizontal gradient effects are generally small, especially for

channels that impact NWP, but there are areas for channels peaking in upper troposphere and stratosphere where the effects can be significant

  • Analyses capture gradient effects well for ozone, tropospheric

temperature, and most water channels, less well for stratospheric temperature channels and highest peaking water vapor channels→ assimilating AIRS data should improve this!