midtropospheric co concentration derived from infrared and...

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ITSC XVI Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin, Noëlle A. Scott, Gaelle Dufour, Raymond Armante and Virginie Capelle Midtropospheric CO 2 Concentration derived from infrared and microwave sounders. Application to the TOVS, AIRS/AMSU, and IASI/AMSU instruments. Laboratoire de Météorologie Dynamique, CNRS, IPSL, Palaiseau

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Page 1: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

ITSC XVIAngra dos Reis, 7-13 May 2008

Cyril Crevoisier, Alain Chédin, Noëlle A. Scott, Gaelle Dufour, Raymond Armante and Virginie Capelle

Midtropospheric CO2 Concentration derived from infrared and microwave sounders.

Application to the TOVS, AIRS/AMSU, and IASI/AMSU instruments.

Laboratoire de Météorologie Dynamique, CNRS, IPSL, Palaiseau

Page 2: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

CO2 from infrared/microwave sounders

Since 2006

IASI/AMSUESA/MetOp

AIRS/AMSUNASA/AquaSince 2002

NOAA10TOVS

NOAAkATOVS

1987-1991 1999-2005

19/15

7.30

19/4

7.30

AquaAIRS/AMSU

MetOpIASI/AMSU

Time coverage May 2002-… Oct. 2006-…

Spectral resolution

0.5 - 2 cm-1 0.5 cm-1

(apodized)# IR/MWchannels

2378/15(324/15)

8461/15(421/15)

Local time 1.30 9.30

NOAA10/HIRS/MSU1987-1991

NOAAk/HIRS/AMSU1999-2005

Page 3: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

CO2 seasonal cycle - Northern tropics [0-20°N]

NOAA10TOVS

NOAA15ATOVS*

AquaAIRS/AMSU

MetOpIASI/AMSU

87 91 01 03 0793 95 97 99 0589340350360370380

•NOAA10: Chédin et al., JGR, 2003, 2008.

•AIRS: Crevoisier et al., GRL, 2004.

•NOAA15: Very preliminary results…

Page 4: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

CO2 seasonal cycle - Northern tropics [0-20°N]

NOAA10TOVS

NOAA15ATOVS*

AquaAIRS/AMSU

MetOpIASI/AMSU

87 91 01 03 0793 95 97 99 0589340350360370380

Difference between7.30 am/pm observations

Diurnal Tropospheric Excess of CO2due to biomass burning emissions

See Poster B12 [Chédin et al.]

Page 5: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Spectrum and sensitivity to atmospheric components

QuickTime™ and aTIFF (LZW) decompressor

are needed to see this picture.

CO2 (1%)H2O (20%)O3 (20%)CH4 (20%)CO (40%)N2O (2%)Surface

Sensitivity of IASI TB to variations of atmospheric and surface variables (simulations with the 4A RT model)

T Bpe

rt -T B

ref(K

)

10 μm 6 μm 4 μm15 μm

wavenumber (cm-1)

CO2

CO

CH4

surface

H2O

O3

N2O

1 % of CO2 variation → 0.04% of TB variation3ppmv → 0.3 K

The full information contained in the channels is needed to extract the CO2 signal!

Page 6: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Spectrum and sensitivity to atmospheric components

QuickTime™ and aTIFF (LZW) decompressor

are needed to see this picture.

CO2 (1%)H2O (20%)O3 (20%)CH4 (20%)CO (40%)N2O (2%)Surface

Sensitivity of IASI TB to variations of atmospheric and surface variables (simulations with the 4A RT model)

T Bpe

rt -T B

ref(K

)

10 μm 6 μm 4 μm15 μm

wavenumber (cm-1)

CO2

CO

CH4

surface

H2O

O3

N2O

1 % of CO2 variation → 0.04% of TB variation3ppmv → 0.3 K

The full information contained in the channels is needed to extract the CO2 signal!

Page 7: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Spectrum and sensitivity to atmospheric components

CO2 (1%)H2O (20%)O3 (20%) Surf. emissivity (5%)

CO (40%)Surface T (1%)

Sensitivity of AIRS and IASI channels in the two CO2 bands(simulations with the 4A RT model)

AIRS

wavenumber (cm-1)

CO2

CO noiseH2OO3CO2noise

1.51

0.50

-0.5

1.51

0.50

T Bpe

rt -T B

ref(K

)-0.5

670 690 710 730 750 2220 2260 2300 2340 2380

IASI

4 μm15 μm

650

surface T

At 4 μm: Non-LTE

Only nightime retrieval

Page 8: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

T JacobianCO2 Jacobian

O3 Jacobian

Jacobians of two “CO2” AIRS channels

Channel 80 - 15μm Channel 261 - 4μm

Spectrum and sensitivity to atmospheric components

10

100

1000

1

0.1

•Channels at 4μm peak lower in the atmosphere.

Page 9: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Jacobians of two “CO2” AIRS channelsand AMSU weighting functions

Channel 80 - 15μm Channel 264 - 4μm

AMSU 7AMSU 6

AMSU 8

AMSU 10

Spectrum and sensitivity to atmospheric components

T JacobianCO2 Jacobian

O3 Jacobian

10

100

1000

1

0.1

AMSU 9

•Channels at 4μm peak lower in the atmosphere.

•AMSU channels bring the information on temperature.

Page 10: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

CO2 channel selection•Aqua AIRS/AMSU:

-15 AIRS channels (8 in the 15 μm band - 7 in the 4 μm band).-2 AMSU channels (6 and 8).

•MetOp IASI/AMSU:-14 IASI channels (all in the 15 μm band).-3 AMSU channels (6, 7, and 8).

IASI - CO2 channel selection

-0.05

0

0.05

0.1

0.15

0.2

0.25

1 2 3 4 5 6 7 8 9 10 11 12 13 14

Sen

siti

vit

y (

K) CH4 4%

CO 20%

N2O 1%

O3 20%

CO2 1%

H2O 20%

AMSU 6

AMSU 8

AMSU 7

IASI CO2 JacobiansIASI sensitivity (K)

CO2 (1%) H2O (20%) O3 (20%) 10

100

1000

0.05

0

-0.05

0.1

0.15

0.2

0.25

Page 11: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

The level1b validation suite at LMD

ECMWF

FTP « Clean »Radio-

soundings

L1B Satellite

Data(1979-2006)

RT model(Stransac, 4A)

Fixed CO2=372 ppmv

See Poster B10 [Armante et al.]

Radiative biasesbetween calculated and observed BT

Colocation of radiosoundings/re-analyses ERA40 with IR/MW observations

Space and Time

Colocation(100 Km, 3h)

Quality control of the Radiosoundings

Inter/extrapolationUGAMP climatology

Radio-soundings

/Reanalysis(ERA-40)

- Radiosoundings «ERA40 »(23 Go from 1979 to 2007 )-Re-analyses ERA-40 (79 Mo / day, 2 days /month)

Example IASI/AMSU (MetOp)Satellite data :14 orbits/day 900 Mo/day; 421 IR, 15 MW

Page 12: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

AIRS Radiative biases: Monthly evolution (5 years over the tropics)

~60 situations/month over sea~30 situations/month over land

03 04 05 06 07 08-0.2

0

0.2

0.4

0.6

0.8

03 04 05 06 07 08

03 04 05 06 07 08

0.6

0.8

1

1.2

1.4

1.6

0.3

0.5

0.7

0.9

1.1

1.3

Cal

c.-O

bs. (

K) AIRS 80 (15 μm) AIRS 264 (4 μm)

AMSU 6

Page 13: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

AIRS Radiative biases: Monthly evolution (5 years over the tropics)

“CO2” slopes (mean over 5 years):AIRS 80: 2.16 ppmv.yr-1

AIRS 264: 2.39 ppmv.yr-1

Mauna Loa: 2.05 ppmv.yr-1

~60 situations/month over sea~30 situations/month over land

03 04 05 06 07 08-0.2

0

0.2

0.4

0.6

0.8

03 04 05 06 07 08

03 04 05 06 07 08

0.6

0.8

1

1.2

1.4

1.6

0.3

0.5

0.7

0.9

1.1

1.3

Cal

c.-O

bs. (

K) AIRS 80 (15 μm) AIRS 264 (4 μm)

AMSU 6

Page 14: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

A stand-alone approach

General features of the CO2 retrieval scheme :non-linear regressions

qCO2

Training of Neural Networks

Non-linear inference scheme

calc-obsbias removal

« clear sky »detection

Off-line

•Simultaneous use of IR and MW channels to decorrelate T/CO2.

IASI AMSU

•Retrieval limited to the tropical region.

Training data set (TIGR)

Selection of a set of CO2channels

[Chédin et al., JGR, 2003; Crevoisier et al., GRL, 2004]

Page 15: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Evaluation of the inference scheme characteristics

Pre

ssur

e (h

Pa)

We retrieve a mid-to-upper tropospheric integrated content of CO2.

5-15 km

10

100

1000

Mean CO2 averaging kernel over TIGR atmospheric dataset for nadir observation

AIRS/AMSUNOAA15IASI/AMSU

Page 16: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

CO2 distribution from AIRS and IASI - Monthly average

Page 17: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Evaluation of IASI CO2

•Aircraft [Matsueda et al.]-8-10 km

•IASI CO2-integrated content 5-15 km

-1-2 points/month-until March. 2007

-period: July 2007-March 2008-monthly mean

JAL commercial airliners between Australia and Japan

10

100

1000

IASI CO2 weighting function

altitude of the aircraft

Page 18: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Seasonal cycle

Detrended CO2 seasonal cycle as observed in situ by JAL aircraft for 2003-2006

CO

2(p

pmv)

Apr Jun Aug Oct Dec Feb

-2

-1

0

1

2

Page 19: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Seasonal cycle

Apr Jun Aug Dec Feb

-2

-1

0

1

2

Detrended CO2 seasonal cycle as observed in situ by JAL aircraft for 2003-2006

CO

2(p

pmv)

Oct

IASI(07/07-08/03)

Page 20: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Latitudinal variationCO2 latitudinal variation in July

2006

2003

20052004

1 ppmv

2007

JAL aircraft (10 km)

IASI (5-15 km)

30N

-25N

25N

-20N

20N

-15N

15N

-10N

10N

-05N

05N

-EQ

EQ

-05S

05S

-10S

10S

-15S

15S

-20S

20S

-25S

Page 21: Midtropospheric CO Concentration derived from infrared and ...cimss.ssec.wisc.edu/itwg/itsc/itsc16/presentations/... · Angra dos Reis, 7-13 May 2008 Cyril Crevoisier, Alain Chédin,

Conclusions

The full information contained in the channels is needed (that excludes using PCA-like data).

•We retrieve a mid-to-upper tropospheric integrated content of CO2 from simultaneous IR/MW observations (TOVS, ATOVS, AIRS/AMSU, IASI/AMSU).

•The CO2 signal is very low:

-Reducing radiometric noise is as important as improving spectral resolution.

-A “good” AMSU instrument is important.

•Good agreement of CO2 distribution between IASI and AIRS but lower variability/uncertainty with IASI:

•General good agreement with in-situ observation in terms of seasonal cycle and latitudinal gradients.