Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher,...

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Dust Aerosol Radiative Dust Aerosol Radiative Effects from Terra and Effects from Terra and Aqua Aqua Thomas A. Jones*, Thomas A. Jones*, Sundar A. Christopher, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer Lorraine Remer October 31, 2006 October 31, 2006

Transcript of Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher,...

Page 1: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Dust Aerosol Radiative Effects Dust Aerosol Radiative Effects from Terra and Aquafrom Terra and Aqua

Thomas A. Jones*, Thomas A. Jones*, Sundar A. Christopher,Sundar A. Christopher,

Jianglong Zhang, Jianglong Zhang, Lorraine RemerLorraine Remer

October 31, 2006October 31, 2006

Page 2: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

OutlineOutline

Why are dust aerosols important?Why are dust aerosols important? Goals of this researchGoals of this research DataData AssumptionsAssumptions Separation of AOT componentsSeparation of AOT components Dust Radiative EffectDust Radiative Effect Terra vs. Aqua differencesTerra vs. Aqua differences Continuing ResearchContinuing Research

Page 3: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Importance of Dust AerosolsImportance of Dust Aerosols Naturally occurring dust aerosols are major Naturally occurring dust aerosols are major

contributors to the Earth-atmosphere systemcontributors to the Earth-atmosphere system• Annual dust aerosol emissions range from 1000-3000 TgAnnual dust aerosol emissions range from 1000-3000 Tg

Dust aerosols generally originate over desert Dust aerosols generally originate over desert regions such as the Sahararegions such as the Sahara• Atmospheric transport allows dust to spread far away Atmospheric transport allows dust to spread far away

from its source regionsfrom its source regions• Uncertainty exists as to the contribution of land use Uncertainty exists as to the contribution of land use

change and anthropogenic aerosols to overall dust change and anthropogenic aerosols to overall dust loading.loading.

Page 4: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Effect of Dust AerosolsEffect of Dust Aerosols

Over open oceans, dust aerosols increase Over open oceans, dust aerosols increase reflectivity, reducing incoming TOA solar reflectivity, reducing incoming TOA solar (shortwave) flux(shortwave) flux• A A coolingcooling effect effect

Dust aerosols also absorb and emit outgoing Dust aerosols also absorb and emit outgoing longwave flux, but emit at colder temperatures longwave flux, but emit at colder temperatures than the background oceanthan the background ocean• A A warmingwarming effect effect

Previous research indicates that SW cooling Previous research indicates that SW cooling generally exceeds LW warming, but the generally exceeds LW warming, but the magnitude of the LW effect is largely unknownmagnitude of the LW effect is largely unknown

Page 5: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

GoalsGoals Use satellite observations of aerosol optical Use satellite observations of aerosol optical

thickness (AOT) and fine mode fraction (FMF) to thickness (AOT) and fine mode fraction (FMF) to determine the proportion of AOT due to dust determine the proportion of AOT due to dust aerosolsaerosols

Use satellite-derived TOA incoming SW and Use satellite-derived TOA incoming SW and outgoing LW fluxes to determine the effect of outgoing LW fluxes to determine the effect of dust AOT on the energy budgetdust AOT on the energy budget

Compare SW and LW effects to produce a net Compare SW and LW effects to produce a net dust radiative effectdust radiative effect• Does LW warming significantly offset SW cooling?Does LW warming significantly offset SW cooling?

Since the greatest concentration of dust aerosols Since the greatest concentration of dust aerosols occurs over the Atlantic ocean, west of Africa, this occurs over the Atlantic ocean, west of Africa, this research was initially restricted to that domain.research was initially restricted to that domain.

Page 6: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

DataData CERES Single Satellite Footprint (SSF)CERES Single Satellite Footprint (SSF)

• Terra FM1, Edition 2B data filesTerra FM1, Edition 2B data files• CERES reports SW and LW TOA radiance at a CERES reports SW and LW TOA radiance at a

~20 km resolution which are converted to fluxes ~20 km resolution which are converted to fluxes using ADMs using ADMs (Zhang et al. 2005a)(Zhang et al. 2005a)

• Data collected for June, July, and August between Data collected for June, July, and August between 2000 and 20052000 and 2005

• Spatial domain limited to tropical Atlantic (10-Spatial domain limited to tropical Atlantic (10-60°W, 0-30°N)60°W, 0-30°N)

MODISMODIS• Reports aerosol optical thickness at 0.55 Reports aerosol optical thickness at 0.55 mm• Combined with CERES footprint data using a Combined with CERES footprint data using a

point spread functionpoint spread function Raw MODIS AOT available at higher resolutionRaw MODIS AOT available at higher resolution

Page 7: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

AssumptionsAssumptions

Only over-ocean data considered.Only over-ocean data considered.• Pixels over land or near coast are removedPixels over land or near coast are removed

Only clear-sky pixels consideredOnly clear-sky pixels considered• MODIS Cloud Fraction < 1.0 %MODIS Cloud Fraction < 1.0 %• CERES Clear sky percent > 99.0 %CERES Clear sky percent > 99.0 %• Removes ~95% of total dataRemoves ~95% of total data

Dust Radiative Effect statistics calculated Dust Radiative Effect statistics calculated from only data where dust AOT is > 0from only data where dust AOT is > 0• Dust AOT only valid where 0.3 ≤ FMF ≤ 0.9Dust AOT only valid where 0.3 ≤ FMF ≤ 0.9

Page 8: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Separation of AOTSeparation of AOT

We use Kaufman et al. (2005) technique to We use Kaufman et al. (2005) technique to separate observed AOT into maritime, separate observed AOT into maritime, anthropogenic, and dust componentsanthropogenic, and dust components• Simple mathematical functionSimple mathematical function

Separates AOT components using Separates AOT components using assumed FMF characteristics of eachassumed FMF characteristics of each• FFmarimari = 0.3, F = 0.3, Fdustdust = 0.5, F = 0.5, Fanthanth = 0.9 = 0.9

Assumes maritime optical thickness is a Assumes maritime optical thickness is a function of surface wind speedfunction of surface wind speedmama = 0.007W + 0.02 = 0.007W + 0.02

Page 9: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Separation of AOTSeparation of AOT

Kaufman et al. Dust AOT Equation:Kaufman et al. Dust AOT Equation:

Uncertainties and limitations:Uncertainties and limitations:• Observed FMF bounded between 0.5 and 0.9Observed FMF bounded between 0.5 and 0.9• For low observed AOT, this equation can return For low observed AOT, this equation can return

a negative value for dust AOTa negative value for dust AOT Dust AOT set equal to 0 in this caseDust AOT set equal to 0 in this case

• Kaufman et al. estimates a 15% uncertainty in Kaufman et al. estimates a 15% uncertainty in component AOT using this techniquecomponent AOT using this technique

Has a downstream effect on component radiative Has a downstream effect on component radiative effect uncertaintyeffect uncertainty

du [ 0.55( fan f ) ma ( fan fma )]/( fan fdu)

Page 10: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Dust AOT MapDust AOT MapHighest dust concentration

Page 11: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Calculating Radiative Effect of Dust Calculating Radiative Effect of Dust AerosolsAerosols

Dust Radiative Effect is calculated by Dust Radiative Effect is calculated by subtracting SW and LW fluxes containing subtracting SW and LW fluxes containing aerosols (Faerosols (Faeroaero) from a clear-sky, aerosol-) from a clear-sky, aerosol-free background (Ffree background (Fclrclr))• This difference is then scaled by the ratio of This difference is then scaled by the ratio of

dust AOT to total AOT to derive the component dust AOT to total AOT to derive the component of forcing from dustof forcing from dust

The clear-sky, aerosol free background is The clear-sky, aerosol free background is derived by relating pixels where AOT < 0.2 derived by relating pixels where AOT < 0.2 to SW flux and deriving what the AOT=0 to SW flux and deriving what the AOT=0 flux value should be.flux value should be.• No adjustment for LW (Use AOT < 0.1)No adjustment for LW (Use AOT < 0.1)

DRE du

( 0.55 ma )(Fclr Faero )

Page 12: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

AOT-Flux relationshipAOT-Flux relationship

Shortwave Longwave

SWFclr

Page 13: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Diurnal and Sample-Bias AdjustmentsDiurnal and Sample-Bias Adjustments Instantaneous radiative effect numbers do not tell Instantaneous radiative effect numbers do not tell

the whole storythe whole story Terra only observes AOT and flux at ~10:30 local Terra only observes AOT and flux at ~10:30 local

timetime• Diurnal variability not sampledDiurnal variability not sampled• Use “diurnal adjustment” functions developed by Remer Use “diurnal adjustment” functions developed by Remer

and Kaufman (2005)and Kaufman (2005)• Diurnal effect ≈ instantaneous effect ÷ 2.0Diurnal effect ≈ instantaneous effect ÷ 2.0

The CERES footprint is much larger than the The CERES footprint is much larger than the MODIS footprintMODIS footprint• Due to clear-sky assumption, DRE is biased toward clear-Due to clear-sky assumption, DRE is biased toward clear-

sky regionssky regions• AOT from the MOD08 data set were used to derive AOT from the MOD08 data set were used to derive

MODIS-only dust AOT, which is higher than the CERES- MODIS-only dust AOT, which is higher than the CERES- footprint dust AOTfootprint dust AOT

• This difference (0.045) is used to adjust DRE upwardThis difference (0.045) is used to adjust DRE upward

Page 14: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Statistics TableStatistics Table

CERES AOT 0.23DUST AOT 0.15

SWRE (Wm-2) -7.36

LWRE (Wm-2) 0.89

NRE (Wm-2) -6.47CLOUD FRACTION 0.57

Li et al. (2004) -12.6Loeb et al. (2005) -5.99

Radiative effect values include diurnal and sample bias adjustments.

Spatial and temporal domains are not an exact match.

Uncertainty is ~20%

Page 15: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Adjusted SWRE:Maximum cooling corresponds to location of highest dust aerosol concentration

Adjusted LWRE:Correlation with AOT concentration much less

Cooling along ITCZ

Page 16: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

DRE as a Function of Dust AOTDRE as a Function of Dust AOT

SWeff = -33.8 Wm-2 -1

LWeff = 2.3 Wm-2 -1

Page 17: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

ConclusionsConclusions

Dust aerosols have a measurable Dust aerosols have a measurable impact on both SW and LW fluxesimpact on both SW and LW fluxes• For this region, almost all NRE can be For this region, almost all NRE can be

attributed to dust aerosolsattributed to dust aerosols The LW warming offsets SW cooling The LW warming offsets SW cooling

by approximately 15%by approximately 15%• A significant numberA significant number

Provides framework for global Provides framework for global analysisanalysis

Page 18: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Terra vs. Aqua DRETerra vs. Aqua DRE CERES SSF data from Terra and Aqua CERES SSF data from Terra and Aqua

satellites were compared to examine satellites were compared to examine the effect of different overpass times the effect of different overpass times on AOT and DRE measurementson AOT and DRE measurements• 2003-2005, June, July, and August2003-2005, June, July, and August• FM1 and FM3 instruments usedFM1 and FM3 instruments used• Same Atlantic ocean domain as beforeSame Atlantic ocean domain as before• Aqua satellite overpass time is Aqua satellite overpass time is

approximately 3 hours after Terra (13:30 approximately 3 hours after Terra (13:30 vs. 10:30 local time)vs. 10:30 local time)

Page 19: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

AOT histogramAOT histogram

Aerosol Optical Thickness Adjusted NET Dust Radiative Effect

Terra AquaAOT 0.24 0.22NRE -6.90 -7.00

Terra > Aqua

Page 20: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

SWRE vs. Dust AOTSWRE vs. Dust AOT

SWRE - AOT relationship for Terra and Aqua is the same

Page 21: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Terra – Aqua Net Radiative EffectTerra – Aqua Net Radiative Effect

Page 22: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Terra-Aqua ConclusionsTerra-Aqua Conclusions

Terra AOT are slightly higher than Terra AOT are slightly higher than corresponding Aqua AOT throughout corresponding Aqua AOT throughout this domainthis domain• Differences are small and randomly Differences are small and randomly

distributeddistributed Differences in adjusted net dust Differences in adjusted net dust

radiative effect are small.radiative effect are small.• AOT-SWRE relationship is the sameAOT-SWRE relationship is the same• Sample bias adjustment is larger for Sample bias adjustment is larger for

AquaAqua

Page 23: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

Ongoing ResearchOngoing Research

Global DustGlobal Dust• Use 2000-2001 CERES SSF data for Use 2000-2001 CERES SSF data for

global determination of dust radiation global determination of dust radiation effecteffect

• Also study sensitivity of FMF thresholds Also study sensitivity of FMF thresholds on component radiative effect resultson component radiative effect results

AveragingAveraging• Performing an analysis of the statistical Performing an analysis of the statistical

properties and assumptions inherent properties and assumptions inherent reported DRE values.reported DRE values.

Page 24: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

ReferencesReferences T.A. Jones and S.A. Christopher, Is the top of atmosphere Dust Net Radiative Different Between Terra and Aqua?, Geophysical

Research Letters, submitted, September, 2006

Christopher, S.A. and T. Jones, Satellite-based Assessment of Cloud-free Net Radiative Effect of Dust Aerosols over the Atlantic Ocean, Geophysical Research Letters,- revised September 11, 2006 - 2006GL027783R

Christopher, S. A., J. Zhang, Y. J. Kaufman, and L. A. Remer (2006), Satellite-based assessment of top of atmosphere anthropogenic aerosol radiative forcing over cloud-free oceans, Geophys. Res. Lett., 33, L15816, doi:10.1029/2005GL025535.

H. Yu, Y. J. Kaufman, M. Chin, G. Feingold, L. A. Remer, T. L. Anderson, Y. Balkanski, N. Bellouin, O. Boucher, S. A. Christopher, P. DeCola, R. Kahn, D. Koch, N. Loeb, M. S. Reddy, M. Schulz, T. Takemura, M. Zhou, A review of measurement-based assessment of aerosol direct radiative effect and forcing, Atmos. Chem. Phys. 6, 613-666, 2006.

Zhang, J., S.A. Christopher, L.A. Remer and Y.J. Kaufman, Shortwave Aerosol Cloud-Free Radiative Forcing from Terra, I: Angular Models for Aerosols, Journal of Geophysical Research -Atmospheres, D10, S23, doi:10.1029/2004jd005008, 2005.

Zhang, J., S.A. Christopher, L.A. Remer and Y.J. Kaufman, Shortwave Aerosol Cloud-Free Radiative Forcing from Terra, II: Global and Seasonal Distributions Journal of Geophysical Research -Atmospheres, D10, S24, doi:10.1029/2004jd005009, 2005.

Anderson, T.L., R.J., Charlson, N. Bellouin, O. Boucher, M. Chin, S.A. Christopher, H.J. Haywood, Y.J. Kaufman, S. Kinne, J. Ogren, L.A. Remer, T. Takemura, D. Tanre, O. Torres, C.R.Trepte, B.A. Wielicki, D. Winker, H. Yu, A-Train strategy for quantifying direct aerosol forcing of climate: Step-wise development of an observational basis for aerosol optical depth, aerosol forcing efficiency, and aerosol anthropogenic fraction, Bulletin of the American Meteorological Society, 2005, 1795-1809.

Christopher, S. A., and J. Zhang (2004), Cloud-free shortwave aerosol radiative effect over oceans: Strategies for identifying anthropogenic forcing from Terra satellite measurements, Geophysical Research Letters, 31, L18101, doi:10.1029/2004GL020510.

Page 25: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

QuestionsQuestions

Page 26: Dust Aerosol Radiative Effects from Terra and Aqua Thomas A. Jones*, Sundar A. Christopher, Jianglong Zhang, Jianglong Zhang, Lorraine Remer October 31,

The EndThe End

Who am I, and why am I here?Who am I, and why am I here?