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Characterization of Aerosols using Airborne Lidar, MODIS, and GOCART Data during the TRACE-P (2001) Mission Rich Ferrare 1 , Ed Browell 1 , Syed Ismail 1 , Yoram Kaufman 2 , Mian Chin 2 , Vince Brackett 3 , Carolyn Butler 3 , Marian Clayton 3 , Marta Fenn 3 , Jean Francois Léon 4 1 NASA Langley Research Center, Hampton, VA, USA 2 NASA Goddard Space Flight Center, Greenbelt, MD, USA 3 SAIC/NASA Langley Research Center, Hampton, VA, USA 4 Laboratoire d’Optique Atmospherique, Lille, France MODIS Science Team Meeting, March 2005

MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

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Page 1: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

Characterization of Aerosols using Airborne Lidar, MODIS, and GOCART Data during the TRACE-P (2001) Mission

Rich Ferrare1, Ed Browell1, Syed Ismail1, Yoram Kaufman2, Mian Chin2, Vince Brackett3, Carolyn Butler3,

Marian Clayton3, Marta Fenn3, Jean Francois Léon4

1NASA Langley Research Center, Hampton, VA, USA2NASA Goddard Space Flight Center, Greenbelt, MD, USA3SAIC/NASA Langley Research Center, Hampton, VA, USA4Laboratoire d’Optique Atmospherique, Lille, France

MODIS Science Team Meeting, March 2005

Page 2: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

Outline

• Motivation• Objectives• Airborne Lidar Measurements• Lidar + MODIS retrievals• GOCART model evaluation• Summary and Future

Page 3: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

Motivation• Key aerosol parameters required for assessing anthropogenic impacts on

radiative forcing–Vertical distribution

• radiative forcing• surface temperature and climate responses

–Aerosol size distribution• fine mode - biomass burning, pollution• coarse mode - desert dust, sea salt

• Methodology–Models

+Global coverage- Large uncertainties in vertical distribution

–MODIS+Estimates of fine, coarse mode over ocean- Column average – no profile information

–Lidar+High resolution vertical profiles- Typically provide little quantitative information on size or composition

Page 4: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

Objectives

• Use combination of airborne lidar and MODIS to provide information regarding the vertical distribution of fine vs. coarse aerosol modes

• Retrieve aerosol extinction and optical thickness profiles from lidar data

• Identify aerosol types vs. altitude• Evaluate ability of GOCART model to simulate aerosol extinction profiles and simulate contributions to fine and coarse modes

Page 5: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

NASA Langley UV DIAL Airborne Lidar• Ozone Differential Absorption Lidar (DIAL) Profiles(λon=289 nm & λλλλoff =300 nm)• Aerosol & Cloud Scattering Ratio Profiles (300, 576, & 1064 nm)• Simultaneous Nadir and Zenith Ozone & Aerosol Profiling• Nadir Aerosol Depolarization Profiles (576 nm)• Deployed on NASA DC-8 for TRACE-P (2001), INTEX NA (2004)

Browell et al., J. Geophys. Res, 108(D20), 8805, 2003.

Page 6: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

UV DIAL Measurements

• TRACE-P Flight 14 March 23-24, 2001• Extensive parameters (300, 576, 1064 nm)

• aerosol scattering ratio• backscatter• extinction

• Aerosol intensive parameters• backscatter wavelength dependence• depolarization

Page 7: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

Retrieval of Aerosol Extinction Profiles

• Backscatter lidar equation (2 unknowns)

• Solution approaches• Assume a priori aerosol types and Sp values and use lidar measurements of intensive parameters to determine aerosol types• Use external information to constrain solution (e.g. MODIS AOT)

“Lidar Ratio” =

Page 8: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

0.5 1.0 1.5 2.0 2.50.5

1.0

1.5

2.0

2.5

3.0

3.5

4.0

dust

biomass_burning

background

polluted_continental

marine

polluted_dust

Extin

ctio

n C

olor

Rat

io (5

32/1

064

nm)

Backscatter Color Ratio (532/1064 nm)

15.0020.0025.0030.0035.0040.0045.0050.0055.0060.0065.0070.0075.00

Sa (532 nm)CALIPSO

Retrieval of Aerosol Extinction Profiles

• Aerosol types determined from AERONET climatology used for CALIPSO retrievals (Omar et al., 2003)

• Use backscatter and extinction “color ratios” to infer aerosol type and corresponding lidar ratio (Sasano and Browell, 1989; Reagan et al., 2004)

“Lidar Ratio”

Page 9: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

0

1

2

3

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9

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1E-3 0.01 0.10

1

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100 10 20 30 40

Aerosol Extinction (576 nm) (km-1)

Alti

tude

(km

)

inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT

lidar 03:45-03:52 UT

Aerosol Depolarization (%)

depolarization

Retrieval of Aerosol Extinction Profiles

• TRACE-P Flight 14 March 23-24, 2001• Good agreement between techniques for this test case

Page 10: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

0

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0.0 0.1 0.2 0.3 0.40

1

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100 5 10 15 20 25 30

Aerosol Optical Thickness inversion (infer aerosol type) inversion (constrain with MODIS AOT)

Aerosol Optical Thickness (576 nm)

Alti

tude

(km

)

Depolarization

Aerosol Depolarization (%)

0

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1E-3 0.01 0.10

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100 10 20 30 40

Aerosol Extinction (576 nm) (km-1)

Alti

tude

(km

)

inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT

lidar 03:45-03:52 UT

Aerosol Depolarization (%)

depolarization

Retrieval of Aerosol Extinction Profiles

• TRACE-P Flight 14 March 23-24, 2001• Good agreement between techniques for this test case

Page 11: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

0

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20 30 40 50 60 70 80

inversion(infer aerosol type)

inversion(constrain with MODIS AOT)

Lidar Ratio

Alti

tude

(km

)

Aerosol Type

Biomass Burning

Biomass Burning

Continental

Dust

Biomass Burning

Dust 0

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1E-3 0.01 0.10

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Aerosol Extinction (576 nm) (km-1)

Alti

tude

(km

)

inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT

lidar 03:45-03:52 UT

Aerosol Depolarization (%)

depolarization

Retrieval of Aerosol Extinction Profiles

• TRACE-P Flight 14 March 23-24, 2001• Inversion provides some indication of aerosol types

• Planned modifications - examine layer averages to reduce sensitivity to noise in lidar profiles• Use in conjunction with GOCART results

Page 12: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

MODIS+lidar Aerosol Retrieval

• Retrieval algorithm• (Kaufman et al., IEEE, 2003; GRL, 2003; Léon et al., JGR, 2003)• Aerosol size distribution – bimodal lognormal• MODIS aerosol models – 20 combinations of 4 fine, 5 coarse particles• Size of each mode is assumed to be altitude independent• Relative weight of each mode is determined as a function of altitude from lidar backscatter color ratio• Retrievals are constrained to fit MODIS measurements

• Spectral reflectance• Column AOT and reff

• Modifications• UV wavelength (300 nm) – more information on fine particle size• Depolarization – adjust the backscatter phase function for nonsphericity

Page 13: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

(a)

(c)

Terra MODISAOT (555 nm)

Effective radius

March 24, 2001 MODIS+GOCARTUV DIAL

Page 14: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

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lidar 03:45-03:52 UT

inversion (infer aerosol type) inversion (constrain with MODIS AOT) inversion (combined lidar+MODIS) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT

Aerosol Extinction (576 nm) (km-1)

Alti

tude

(km

)

MODIS+lidar Aerosol Retrieval Example

• TRACE-P Flight 14 March 23-24, 2001• Good agreement between techniques for this test case• Results show qualitative agreement with in situ measurements• Plan to evaluate additional cases from TRACE-P, INTEX NA

0

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Effective Radius fine mode (µµµµm)

Alti

tude

(km

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lidar 03:45-03:52 UT

0.0 0.2 0.4 0.6 0.8 1.0

inversion (combined lidar+MODIS) in situ ascent 02:48-3:20 UT in situ descent 04:06-04:42 UT

Fine Mode Fraction

Page 15: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

(a)

(c)

Terra MODISAOT (555 nm)

Effective radius

GOCARTTotal AOT (500 nm) Sulfate AOT (500 nm)

Dust AOT (500 nm) Organic Carbon AOT (500 nm)

March 24, 2001 MODIS+GOCART

Page 16: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

Comparison with GOCART

• TRACE-P Flight 14 March 23-24, 2001• Attenuated aerosol scattering ratio

GOCART UV DIAL

Page 17: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

GOCART March 24, 2001

Total Sulfate

Dust OrganicCarbon

Page 18: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

0123456789

10

1E-4 1E-3 0.01 0.1

GOCART Total dust sea salt sulfate organic carbon black carbon

Aerosol Extinction (576 nm) (km-1)

Alti

tude

(km

)

lidar+MODIS retrieval

0123456789

10

0.0 0.2 0.4 0.6 0.8 1.0

Fine Mode Fraction

Alti

tude

(km

)

inversion (combined lidar+MODIS) GOCART in situ ascent 02:48-3:20 UT in situ descent 04:06-04:42 UT

• TRACE-P Flight 14 March 23-24, 2001

Comparison with GOCART

Page 19: MODIS mar 2005€¦ · inversion (infer aerosol type) inversion (constrain with MODIS AOT) in situ (neph+PSAP) ascent 02:48-3:20 UT in situ (neph+PSAP) descent 04:06-04:42 UT lidar

Summary

• Currently developing and evaluating algorithms to:• Retrieve profiles of aerosol extinction, optical thickness from airborne lidar and MODIS data

• Infer profiles of aerosol type• Begun evaluating GOCART results using lidar, MODIS, in situ data

• Initial comparisons show qualitative agreement• Future

• Refine and implement algorithms for retrieving aerosol profiles from lidar data – with and without MODIS data

• Evaluate algorithms using data from other TRACE-P, INTEX NA flights• Infer aerosol types as a function of altitude using lidar, MODIS, GOCART• Derive vertical distributions of fine, coarse mode particles for TRACE-P and INTEX NA