retrieval of so 2 vertical columns from sciamachy and omi: air mass factor algorithm development...

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Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee , Aaron van Dokelaar, Gray O’Byrne: Dalhousie Univ. Randall V. Martin: Dalhousie Univ. and Harvard-Smithsonian Nickolay Krotkov: NASA Goddard and UMBC Andreas Richter: Univ. of Bremen Greg Huey: Georgia Tech John S. Holloway: NOAA April 07, 2009 4 th GEOS-Chem Users’ Meeting Harvard University

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Page 1: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

Retrieval of SO2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm

Development

Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie Univ.Randall V. Martin: Dalhousie Univ. and Harvard-Smithsonian

Nickolay Krotkov: NASA Goddard and UMBCAndreas Richter: Univ. of Bremen

Greg Huey: Georgia TechJohn S. Holloway: NOAA

April 07, 2009 4th GEOS-Chem Users’ Meeting

Harvard University

Page 2: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

Scattering weight

Local AMF Calculation

dt(η)

IoIB

Earth Surface

Radiative Transfer Model

Scattering weight

(η) is temperature-dependent cross-section

)(ln)(1

)( B

eG

I

AMF

Calculate ω(η) as function of:• solar and viewing zenith angle (θs, θv)• surface reflectivity, pressure• cloud pressure, aerosol• O3 column:

Atmospheric Chemistry Model:GEOS-Chem (Bey et al. 2001)

For individual scenes

1

)()(T

dSAMFColumnsVertical

ColumnsSlantAMF G

Shape factor

SO2 mixing ratio, CSO2(η)

eta

(η)

2

)()(SO

airCS

USO

currentOUSOCorrO CC

,

,,,

3

3

33)()(

* Based on Palmer et al., JGR, 2001; Martin et al., JGR, 2002

Geometric AMF: )sec()sec( vsGAMF

Page 3: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

GEOS-Chem Simulation

GEOS-Chem v8-01-04 - GEOS-4, 30 η vertical levels, 2º latitude by 2.5º longitude - Based on EDGAR inventory - Regional inventories: NEI99, BRAVO, CAC, Streets, EMEP

Update of the eruptive volcanic inventory for 2006 using the database of Global Volcanism Program

(GVP: http://www.volcano.si.edu/)

Recalculation of optical properties for mineral dust using refractive indices of Sinyuk et al., GRL, 2003

- SSA at 300 nm increases by ~0.1 to the range of 0.7-0.9

Page 4: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

Shape Factor: GEOS-Chem vs In-situDifferences would change AMF by <10%

In-situ platform DC-8 & C-130

0 2 4 6 8 10 12

1000

900

800

700

600

500

400

300

2000.0 0.8 1.6 2.4

0 2 4 6 8 10 12

1000

900

800

700

600

500

400

300

200

0.0 0.2 0.4 0.6

0 2 4 6 8 10 12

1000

900

800

700

600

500

400

300

200

0 2 4 6 8 10 12

1000

900

800

700

600

500

400

300

200

0 1 2 3

0 1 2 3

Pre

ssur

e [h

Pa]

SO2 Shape Factor [unitless]

INTEX-A: Land GEOS-Chem In-situ

12

152

1721268920978113704253617098138224

In-situ Mixing Ratio [ppbv]

SO2 Shape Factor [unitless]

INTEX-A: Ocean GEOS-Chem In-situ

8

3

3

45978117812181615

In-situ Mixing Ratio [ppbv]

3

3

2

4712121811121113182923

Pre

ssur

e [h

Pa]

SO2 Shape Factor [unitless]

INTEX-B: Houston GEOS-Chem In-situ

SO2 Shape Factor [unitless]

INTEX-B: North Pacific GEOS-Chem In-situ

31

316

353254197220161160115111127151106162283112

In-situ Mixing Ratio [ppbv]

In-situ Mixing Ratio [ppbv]

Page 5: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

OMI SO2 AMF for 2006

Calculated at 313.2 nm; Cloud Radiance Fraction < 0.2; SZA < 70 SCIAMACHY AMF at 319.7 nm within 25%

Page 6: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

Local AMF Increases Agreement with Aircraft

▲ INTEX-A■ INTEX-B

-0.3 0.0 0.3 0.6 0.9 1.2 1.5 1.8-0.5

0.0

0.5

1.0

1.5

2.0

2.5

3.0

-0.3 0.0 0.3 0.6 0.9 1.2 1.5 1.8-0.3

0.0

0.3

0.6

0.9

1.2

1.5

1.8

0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

OM

I SO

2 [D

U]

In Situ SO2 [DU]

- - - Reduced major-axis linear fit Y = 1.61X + 0.21 (r = 0.71)

Using constant AMF = 0.36

In Situ SO2 [DU]

- - - Reduced major-axis linear fit Y = 0.95X + 0.05 (r = 0.92)

SC

IAM

AC

HY

SO

2 [D

U]

- - - Reduced major-axis linear fit Y = 1.38X + 0.01 (r = 0.78)

With Old AMF

Using constant AMF = 0.88

- - - Reduced major-axis linear fit Y = 1.12X + 0.06 (r = 0.89)

With New AMF

Page 7: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

SO2 Vertical Columns for 2006

Cloud Radiance Fraction < 0.2; SZA < 70

Correlation with

GEOS-Chem (GC)

: Globally r ~0.78

: ~0.84 over US

: ~0.83 over China

GC with OMI AMF within 10% GC with SCIAMACHY AMF

Page 8: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

Sensitivity of Retrieved SO2 to ΔEmissions

GEOS-Chem SO2

changes by ×2

OMI SO2 AMFchanges < 30%

Page 9: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

Summary

Validation of GEOS-Chem SO2 shape factors with airborne in-situ measurements for INTEX-A and B

: <10% change in AMF

Validation of SO2 vertical columns from SCIAMACHY and OMI with airborne in-situ measurements for INTEX-A and B

: r = 0.9

Large sensitivity of retrieved SO2 to emissions

Page 10: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie
Page 11: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

GEOS-Chem Simulation

GEOS-Chem v8-01-04 -GEOS-4, 30 η vertical levels, 2° latitude by 2.5° longitude - Based on EDGAR inventory - Regional inventories: NEI99, BRAVO, CAC, Streets, EMEP

Update of the eruptive volcanic inventory for 2006

Volcanic Explosivity Index (VEI)a

0 1 2 3

SO2 Emissionb,

Mg/day2.5×10-1 2.25×100 1.7×101 1.15×102

Cloud Column

Heightc

50 m above

crater

550 m above

crater

3000 m

above sea

level

9000 m

above sea

levelaObtained from Global Volcanism Program (GVP: http://www.volcano.si.edu/ );bChin et al. [1996]; cNewhall et al. [1982]

Page 12: Retrieval of SO 2 Vertical Columns from SCIAMACHY and OMI: Air Mass Factor Algorithm Development Chulkyu Lee, Aaron van Dokelaar, Gray O’Byrne: Dalhousie

Error Analysis

222222 1 AMFclearAMFcloudcclearcloudAMF ccAMFAMF

c: cloud radiance fraction

AMF error from surface reflectivity, shape factor, aerosol, cloud

(Wenig et al., 2008)

Cloud Radiance Fraction < 0.2; SZA < 70

Polluted: SO2 > 1016 molec/cm2