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The Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill Bourke, Michael Naughton, Greg Roff, Jaan Paevere Bureau of Meteorology, Australia

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Page 1: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

The Use of Level-1d ATOVS Radiances in GASP

Brett Harris, Chris Tingwell, Peter Steinle, Bill Bourke, Michael Naughton, Greg Roff,

Jaan Paevere

Bureau of Meteorology, Australia

Page 2: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Overview

Brief description of 1DVAR in GenSIUse of Radiances in operational GASPNew T239L60 GASP modelNew AAPP radiances from Met OfficeAAPP radiances in L60 assimilationExperimental resultsFuture Work

Page 3: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

1DVAR Retrieval System

Based on ECMWF (Eyre et. al. 1993) systemDirect computation of background and retrieval error for each retrieval to implement variance and increment scaling.Retrieval mapped onto 15 thick layersInformation content of radiances determines weight of layer increments in GenSI analysisHarris and Kelly (2001) radiance bias correction

Page 4: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Assimilation of Retrievals)( ,, rb

thickrb xPx = )()( r

Tr

thick xx PRPR =

)()( rT

rthick xx PBPB =

rhthRi

rhthBi

rhthRirhth

i ,2,2

,2,

σσσ

−=Λ

ithii thth ∆Λ+=∆ )1(' i

rhii rhrh ∆Λ+=∆ )1('

rhthiR

rhthi

rhthiB

rhthi

rhthiR

,2,,2,,2 )1(' σσσ Λ+=Λ=

Page 5: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

1DVAR/GASP1DVAR

Background errors in temperature and mixing ratio. Uncorrected radiances as input.Background temperature and mixing ratio profile as input.Background and retrieval in thickness and mean layer relative humidity as output.Background and retrieval errors in thickness and precipitable water as output.

GASPBackground errors in wind and geopotential height.1DVAR precipitable water errors converted to relative humidity.Scaling factors computed as a function of 1DVAR background and retrieval errors.GASP background error scaled to give pseudo-observation error.Scaled increments of thickness and relative humidity, plus pseudo-observation error passed to analysis.

Page 6: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Operational GASP

T239L29 model top at 10 hPaNESDIS Level 2 ATOVS 120km product 1DVAR retrievals below 100 hPaNESDIS retrievals above 100 hPaRadiative transfer (RTTOV-7) uses NESDIS retrievals from 10 hPa to 0.1 hPaNOAA-15 and 16 only, no AMSU-B

Page 7: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Old 50 Level GASP Model

Only 5 sigma levels above 10hPaMany levels in boundary layerRequired high Raleigh friction over 4 levelsPromising results but bad biases especially over Northern Hemisphere

Page 8: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

New 60 Level Model

10 levels above 10 hPaCare taken with level spacing (G.Roff)Excel spreadsheet to view and modify level spacingSmoothing by hand in sigma and ln(sigma)Some modification to GASP code (M. Naughton)Raleigh friction only applied in top 2 levelsBiases greatly reduced

Page 9: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Sigma Levels

0.0001

0.0010

0.0100

0.1000

1.00000 10 20 30 40 50 60

L60_sig

L50_sig

L60gr_sig

Page 10: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Delta-Sigma

0.00001

0.00010

0.00100

0.01000

0.100000 10 20 30 40 50 60

L60_Dsig

L50_Dsig

L60gr_Dsig

Page 11: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Delta ln(sigma)

-0.60

-0.50

-0.40

-0.30

-0.20

-0.10

0.000 10 20 30 40 50 60

L60_DlsigL50_DsigL60gr_Dlsig

Page 12: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

AAPP Radiances from Met Office

Level-1d radiances from NOAA-15, 16, 17AMSU-B radiancesAQUA AMSU-A availableNo retrievalDifferent microwave remapping than NESDISHIRS footprint 30km resolutionNo cloud detection performed

Page 13: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

NESDIS vs AAPP Radiances

AAPP radiances from Met Office consistent with locally received ATOVS dataCoincident HIRS radiances the sameAMSU-A radiances very differentRTTOV FASTEM-1 microwave emissivity gives much smaller scan biases for AAPP radiances

Page 14: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 15: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 16: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 17: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Use of AAPP Radiances in 1dvar

Level-1d use –2K check on HIRS Ch-8 radiance departureECMWF/Grody AMSU-A tests for surface type and precipitationAMSU-B –6K check on Ch B-2

Page 18: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 19: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Experimental Results

GASP vs L60_nes vs L60_1dObservation fitting statistics 6h first guessCold bias from NESDIS radiancesRemoved using AAPP radiancesRMS error much smaller Forecast verification using 60 levels

OO VV

Page 20: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 21: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 22: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 23: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 24: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 25: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 26: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 27: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 28: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 29: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 30: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 31: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 32: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 33: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 34: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 35: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 36: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 37: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 38: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 39: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 40: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 41: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 42: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Addition of NOAA-17 HIRS

Some improvementNOAA-16 HIRS malfunction mid Dec 04Drop-out around Jan 10 2005NOAA-17 makes up for missing HIRS information - especially water vapour

Page 43: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 44: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill
Page 45: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Current Work

Monitoring AMSU-B from NOAA-15,16 and 17

Page 46: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Current Work

Initial tests using AMSU-B show change in tropical moisture but little impactAdded AMSU-A from AQUA with little impactPossibly due to limitation of 1DVAR system

Page 47: The Use of Level-1d ATOVS Radiances in GASPcimss.ssec.wisc.edu/.../session7/7_2_harris.pdfThe Use of Level-1d ATOVS Radiances in GASP Brett Harris, Chris Tingwell, Peter Steinle, Bill

Future Work

Increase use of retrievals over land and iceMove to direct use of radiances inGenSI/3DVAR (with Peter Steinle)Other systems (SSMIS, AIRS, IASI…)