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OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang University of Maryland College Park JPSS Annual Science Team Meeting, August 26, 2015

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Page 1: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

OMPS Additional Trace Gases: NO2 and SO2 Products

Kai Yang University of Maryland College Park

JPSS Annual Science Team Meeting, August 26, 2015

Page 2: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

300 320 340 360 3800

50

100

150

200

250

! (nm)

L(

mW

m2·nm·sr)

OMPS%NM Radiance

300 320 340 360 3800.00

0.05

0.10

0.15

! (nm)

I norm

OMPS$NM Sun$Normalized Radiance

300 320 340 360 3800

1.×10-192.×10-193.×10-194.×10-19

λ (nm)

σ(cm2 )

O3 Absorption Cross Section

300 320 340 360 3800

2.×10-194.×10-196.×10-198.×10-191.×10-181.2×10-18

λ (nm)

σ(cm2 )

SO2 Absorption Cross Section

300 320 340 360 3801.×10-192.×10-193.×10-194.×10-195.×10-196.×10-197.×10-19

λ (nm)

σ(cm2 )

NO2 Absorption Cross Section

300 320 340 360 3800

5.×10-181.×10-171.5×10-172.×10-172.5×10-17

λ (nm)

σ(cm2 )

BrO Absorption Cross Section

300 320 340 360 3800

5.×10-201.×10-191.5×10-192.×10-192.5×10-19

λ (nm)

σ(cm2 )

HCHO Absorption Cross Section

300 320 340 360 3800

2.×10-184.×10-186.×10-188.×10-181.×10-171.2×10-17

λ (nm)

σ(cm2 )

OCLO Absorption Cross Section

OCLO$

O3$

SO2$

NO2$

BrO$HCHO$

Suomi NPP/OMPS-NM

Page 3: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Suomi NPP/OMPS-NM

•  Stable performance •  high signal-to-noise ratio •  But significant stray lights, and

other instrumental artifacts

0 100 200 300 4000.

0.01

0.02

0.030 100 200 300 400

0.

0.01

0.02

0.03

Along Track nTimes

Δλ(nm)

Wavelength Shift

1 6 11 16 21 26 31 36

0.02

0.03

0.04

0.05

0.061 6 11 16 21 26 31 36

0.02

0.03

0.04

0.05

0.06

Cross Track Position

Δλ(nm)

Wavelength Shift

300 310 320 330 340 3501.00

1.05

1.10

1.15

1.20

1.25

1.30300 310 320 330 340 350

1.00

1.05

1.10

1.15

1.20

1.25

1.30

λ (nm)

Scale

Radiance Error

Stray  Lights  

Wavelength  Varia2on  

Page 4: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Objectives

Retrieve NO2 and SO2 from SNPP/OMPS with sufficient quality to extend Aura/OMI record. •  Standard Products

– SO2 Vertical Columns •  Volcanic SO2 at various altitudes •  Boundary Layer SO2

– NO2 Vertical Columns •  Tropospheric, Stratospheric, and Total NO2

•  Near-Real-Time (NRT) Products – SO2 Vertical Columns

Page 5: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Retrieval Algorithm

To achieve high product quality, Direct Vertical Column Fitting (DVCF) Algorithm: •  State-of-the art algorithm physics: accurate

of radiative transfer including RRS scattering (Ring effect)

•  Effective schemes to account for varying instrumental effects: wavelength registration, spectral response, under sampling, and spectral interferences

Page 6: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Direct Radiance Fitting

300 320 340 360 380020406080100120140300 320 340 360 380

020406080100120140

! (nm)

L(

mW

m2·nm·sr)

OMPS%NM Radiance

300 320 340 360 380

!1.0

!0.5

0.0

0.5

1.0

1.5300 320 340 360 380

!1.0

!0.5

0.0

0.5

1.0

1.5

" (nm)

ΔL L(%

)

Percent Residual

Radiance:  Model  (Blue)  vs.  Measurement  (Red)  

Residual  Standard  Devia2on:  0.3%  

Page 7: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Spectral Ranges

Direct Vertical Column Fitting (DVCF) 1. O3 and SO2 : 308 – 360 nm •  SO2/O3 : 308 – 333 nm •  Reflectivity/cloud fraction, aerosol index : 333 – 360 nm 2. NO2 :345 – 378 nm •  Full range: NO2: 345 – 378 nm •  reflectivity/cloud fraction, pressures, aerosol index:

350 – 378 nm By-Products: O3 profile and column, and surface parameters: reflectivity/cloud fraction, aerosol index, and pressure

Page 8: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Spectral interference

•  Due to measurement imperfection and instrumental artifacts, such as stray lights, ghosting, etc.

•  Spectral interference is the main factor limiting the sensitivity and accuracy of the retrieved trace gas columns.

Page 9: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Spectral interference: Signal Dependence

Log L +ΔLF

"

#$%

&'= Log L

F"

#$%

&'+ΔLL

Ring    Spectrum  

ΔL=  1%  L(310nm)  

Page 10: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Characterizing Spectral interference

Error Covariance Matrix: Cov[i,j] = < ε(λi) . ε(λj)> where ε(λi) is the residual: ε(λi) = Log[ Imeasured(λi)/Imodeled(λi)] Imeasured: Sun-normalized radiance measurements Imodeled : Radiance from accurate RT modeling Covariance Matrices : constructed for various conditions, such as solar and viewing angles, and scene reflectivity

Page 11: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Mitigating Spectral Interference

 •  Fitting of the first few Eigen functions

would significantly reduce the impacts of spectral interference

1st 2nd 3rd Eigen functions of the Covariance Matrix

Page 12: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

OMPS Boundary Layer SO2: Without Correction

SO2  (DU)  

Page 13: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

OMPS Boundary Layer SO2: With Correction

SO2  (DU)  

Page 14: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Unprecedented SO2 Sensitivity: Pollution over US

-0.03

-0.02

-0.01

0.01

0.02

0.03

SO2  (DU)  

SNPP/OMPS  October  2013  Monthly  Mean  DVCF  Algorithm  

Page 15: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

NO2 Measurement Sensitivity : Cross Section × Air Mass Factor

350 400 450 500-2

-1

0

1

2

3350 400 450 500

-2

-1

0

1

2

3

l HnmL

sHâ1

0-19cm

2 L

NO2 Differential Cross SectionsOMPS  :  1   OMI  :  3  

l HnmL340390440

0.0 0.2 0.4 0.6 0.8 1.00

10

20

30

40

500.0 0.2 0.4 0.6 0.8 1.0

0

10

20

30

40

50

AMFêAMFg

AltitudeHkmL

Altitude HkmL0.11.03.0

340 370 400 430 460 490

0.2

0.3

0.4

0.5

0.6

0.7

0.8

340 370 400 430 460 490

0.2

0.3

0.4

0.5

0.6

0.7

0.8

l HnmL

AMFêA

MFg

OMPS  :  1   OMI  :  2  

Al2tude-­‐Resolved  AMFs  Sensi2vity  to  tropospheric  NO2  :    OMI  4  to  10  2mes  >  OMPS  

NO2  Differen2al  Cross  Sec2ons  

Page 16: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

OMPS NO2 Measurement Sensitivity

0 100 200 300 400

0

5

10

15

20

0 100 200 300 400

0

5

10

15

20

nTimes

NO2(moles

×10

15/cm2 )

Slant Column

0 100 200 300 400

0

1

2

3

0 100 200 300 400

0

1

2

3

nTimes

NO2(moles

×10

15/cm2 )

Stratospheric Column

0 100 200 300 400

0

5

10

15

20

25

0 100 200 300 400

0

5

10

15

20

25

nTimes

NO2(moles

×10

15/cm2 )

Trpospheric Column

Precision  of  slant  column:          OMPS      ~  1x1015  molecules/cm2          OMI            ~  1x1015  molecules/cm2    Precision  of  ver2cal  tropospheric  column:          OMPS      ~  0.5x1015  molecules/cm2          OMI            ~  1.0  x1015  molecules/cm2    

Total  Slant  Colum  

Stratospheric  Ver2cal  Colum   Tropospheric  Vertcial  Colum  

Page 17: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

NO2 Strat-Trop Separation (STS): Orbit-Based Technique

Basic idea •  Localized (small scale) features in the strat fields are

attributed to tropospheric signals due to shape factor prescription mismatch.

•  Smoothing out these localized features improve both strat and trop NO2 fields.

Procedure •  Initial STS done using tropopause and shape factor •  Two smoothed strat fields from sliding median of each

cross-track position of an orbit: ~2° and ~20° latitude bands •  The excesses (+) and deficits (−) of strat NO2 are the

difference between the two smoothed fields. •  Trop columns adjustment: strat excesses are added to and

deficits are subtracted from the trop fields, whilst accounting for their different measurement sensitivities.

Page 18: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

OMPS: NO2 Total Slant Columns

0.00

2.50

5.00

7.50

10.00

12.50

15.00

03/21/2013  

09/22/2013  

NO2      1015    molecules/cm2

     

Page 19: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

OMPS: NO2 Strat Vertical Columns

03/21/2013  

09/22/2013  

NO2      1015    molecules/cm2

     

0.00

1.00

2.00

3.00

4.00

5.00

Page 20: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

OMPS: NO2 Trop Vertical Columns

03/21/2013  

09/22/2013  

NO2      1015    molecules/cm2

     

0.00

2.00

4.00

6.00

8.00

10.00

Page 21: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Comparison: OMI vs OMPS Monthly Mean: December 2013

OMIOMPS

-150 -100 -50 0 50 100 1500102030405060

-150 -100 -50 0 50 100 150

0102030405060

Longitude HDegreeL

NO2H101

5moleculesêcm

2 L

Page 22: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Near-Real-Time SO2 Product

•  NRT SO2/Ash are processed with the reliable Linear Fit (LF) algorithm. Data available at Ozone SIPS and LANCE.

•  LF algorithm successfully transferred to NOAA.

Erup2on  of  Kelud  2014/02/14.  Figures  from  J.  Niu  (NOAA  STAR)  

Page 23: OMPS Additional Trace Gases: NO and SO2 Products · OMPS Additional Trace Gases: NO 2 and SO 2 Products Kai Yang ... !1.0!0.5 0.0 0.5 1.0 1.5 ... 2 Strat-Trop Separation (STS): Orbit-Based

Summary

•  Advanced algorithm with more complete algorithm physics treatment and many improvements, including state-of-the-art radiative transfer modeling, accurate treatment of instrumental effect, and advanced soft calibration, have been developed and implemented for OMPS processing.

•  These advances have enabled sensitive and unbiased measurements of tropospheric SO2 and NO2 from SNPP/OMPS-NM, achieving data quality that matches or exceeds those of its predecessors.

 

Acknowledgement This work is supported by NASA.