omps additional trace gases: no and so2 products · omps additional trace gases: no 2 and so 2...
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OMPS Additional Trace Gases: NO2 and SO2 Products
Kai Yang University of Maryland College Park
JPSS Annual Science Team Meeting, August 26, 2015
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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
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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
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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
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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
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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%
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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
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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.
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Spectral interference: Signal Dependence
Log L +ΔLF
"
#$%
&'= Log L
F"
#$%
&'+ΔLL
Ring Spectrum
ΔL= 1% L(310nm)
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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
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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
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OMPS Boundary Layer SO2: Without Correction
SO2 (DU)
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OMPS Boundary Layer SO2: With Correction
SO2 (DU)
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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
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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
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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
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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.
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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
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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
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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
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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
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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)
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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.