omi science team meeting 24 – 27 june 2008, fmi iterative retrieval of large so 2 from volcanic...

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OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3 , Nikolay Krotkov 1,3 , Arlin Krueger 2 , Simon Carn 2 Pawn K. Bhartia 3 1 GEST, UMBC, Baltimore, MD, USA 2 JCET, UMBC, Baltimore, MD, USA 3 GSFC, NASA, Greenbelt, MD, USA

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Page 1: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

OMI Science Team Meeting 24 – 27 June 2008, FMI

Iterative Retrieval of Large SO2

from Volcanic EruptionsKai Yang1,3, Nikolay Krotkov1,3,

Arlin Krueger2, Simon Carn2

Pawn K. Bhartia3

1GEST, UMBC, Baltimore, MD, USA2JCET, UMBC, Baltimore, MD, USA3GSFC, NASA, Greenbelt, MD, USA

Page 2: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Detect and Quantify SO2

Page 3: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

SO2 Algorithms

Retrieval Challenge:

Wide range of loadings and vertical distributions

Existing Algorithms: Band Residual Difference (BRD) method Linear Fit (LF) method

Both methods are used in making OMI NRT and operational OMSO2 products.

Improvements in addressing these two questions: How small can OMI see? How large can OMI measure?

Page 4: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Profile shapes: O3 (Ω) uses V8 climatology, SO2 (Ξ) uses Gaussian specified by a central height and a width.

Initial guess: latitude based O3 guess or an adjacent pixel O3 value, no SO2, derive MLER cloud fraction (Fc) at λ=333 nm, using OMCLDRR cloud pressure.

Iterative Spectral Fitting (ISF) Method:

Combo O3 and SO2 Retrievals

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Page 5: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Sample Results:Eruption of Sierra Negra

10/22/200510/22/2005

10/23/200510/23/2005

Page 6: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Sierra Negra Eruption 10/23/2005OMI Retrievals: ISF vs. LF

ISF SO2 Mass LF SO2 Mass 1740 kilotons 950 kilotons (-45%)

Page 7: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Largest SO2 Pixel Value

Orange: lava flowsAqua MODIS Bands 7, 2, 1 Composite

Page 8: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Ozone Consistency:Inside and Outside of the Plume

Along track plots of O3 and SO2

(Along track)

Page 9: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Ozone Consistency:Inside and Outside of the Plume

Maps of O3: ISF vs. LF

Page 10: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

How Good are ISF Retrievals?High SO2 Fitting Residuals

1 N-value = -2.3% Radiance

Window = 317.85–333.00 nmError = 0.58 %

Page 11: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

High Precision Fitting

Medium SO2 Low SO2

Fitting Error = 0.25% Fitting Error = 0.15%

Background SO2

Fitting Error = 0.14%

Page 12: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

SO2 Vertical Distribution

Assumed profile too lowImeas<Iassum at short λ

Simulated Retrievals

Assumed profile too highImeas>Iassum at short λ

Page 13: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Improving Retrieval Accuracy:Adjusting SO2 Central Height

Page 14: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Improving Retrieval Accuracy:Adjusting SO2 Central Height

Page 15: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Comparison with AIRS SO2

SO2 central height

Page 16: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Anatahan Eruption: 04/06/05 Iterative Spectral Fit Linear Fit: OMSO2 TRMDerived SO2 central height ≈ 10.5 KM Assumed Central height = 7. 5 KM

Page 17: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Anatahan Eruption: 04/06/05OMI – AIRS Comparison

Iterative Spectral Fit AIRS BTΔ

Page 18: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Anatahan Eruption: 04/06/05Aerosol Index

Iterative Spectral Fit OMTO3

Linear Fit, OMSO2 Terra MODIS

Page 19: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Nyamuragira Eruption:11/28/06SO2 & Aerosol Index

ISF SO2 ISF AI

OMTO3 AI OMSO2 AI

Page 20: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Height & Distance

Nyamuragira, DR CongoNov 28 – Dec 04, 2006SO2 Plume height ~ 7 KM

Sierra Negra, Galápagos IslandsOct 23 – Nov 01, 2005SO2 Plume height ~ 3 KM

Page 21: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Height & Distance

Soufriere Hills, Montserrat, West IndiesMay 20 – June 11, 2006SO2 Plume height ~ 13 KM on May 20Distance tracked ~ 20000 KM

Page 22: OMI Science Team Meeting 24 – 27 June 2008, FMI Iterative Retrieval of Large SO 2 from Volcanic Eruptions Kai Yang 1,3, Nikolay Krotkov 1,3, Arlin Krueger

K. Yang, GEST UMBC & GSFC NASA

13th OMI Science Team Meeting, FMI, 24 – 27 June 2008

Summary

Operational OMSO2 products tend to underestimate SO2 column amounts, more so when they are large ( > 50 DU).

New algorithm provides more consistent ozone values inside and outside of volcanic plumes, and more precise SO2 columns. Record SO2 column retrieved.

OMI UV2 measurements contain SO2 vertical distribution info. Derived central plume heights are consistent with near simultaneous AIRS observations.

The slope of theFc-λ curve yielded from the fitting algorithm may be used as a better aerosol index.