satellite remote sensing of no 2 as an indicator of aerosol pollution: opportunities from gems (and...

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Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions from Aaron van Donkelaar, Shailesh Kharol, Matthew Cooper, Sajeev Philip Lok Lamsal (Dalhousie NASA) 3 rd GEMS Workshop Seoul, Korea 9 Oct 2012

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Page 1: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Satellite Remote Sensing of NO2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and

GOCI) ObservationsRandall Martin

with contributions from

Aaron van Donkelaar, Shailesh Kharol, Matthew Cooper, Sajeev Philip

Lok Lamsal (Dalhousie NASA)

3rd GEMS WorkshopSeoul, Korea

9 Oct 2012

Page 2: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Outdoor Air Pollution is Projected to Become the Top Cause of Environmentally Related Deaths Worldwide: Need to

Understand and Observe Particulate Matter and Sources

OECD, 2012

NOx (GEMS NO2), VOCs (GEMS HCHO)

GEMS SO2 & NO2???

Page 3: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

General Approach to Estimate Surface Concentration

S → Surface Concentration

Ω → Tropospheric column

Coincident Model (GEOS-Chem) Profile

OM

MO S

S

Encouraging Consistency of Simulated and Measured Profiles

Daily Satellite AOD and NO2 Column

Aerosol ExtinctionSO2NO2

Martin et al., JGR, 2004 Lee et al., JGR, 2009van Donkelaar et al., EHP, 2010

Optical depth above altitude z Total column optical depth

Concentration

Alt

itu

de

In Situ

GEOS-Chem

GEOS-Chem (GC)Caliop (CAL)

Page 4: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Global Climatology (2001-2006) of PM2.5 Derived from MODIS & MISR AOD

van Donkelaar et al., EHP, 2010

Evaluation for US/Canada

r=0.77 slope=1.07 n=1057

Number sites Correlation Slope

Including Europe 244 0.83 0.86

Excluding Europe 84 0.83 0.91

Evaluation with measurements outside Canada/US

EHP Paper of the Year

Page 5: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

• Mortality not well explained by PM2.5 and O3 alone

• Mortality can be more strongly associated with NO2 than either PM2.5 or O3 (e.g. Stieb et al. 2007)

• NO2 is an indicator of exposure to combustion sources that increase airmass toxicity (Brook et al., 2007)

Multiple Pollutants Affect Air Quality

Page 6: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

NO2: Indicator of Population Exposure to Combustion SourcesOMI-Derived NO2

Lamsal et al., ES&T, in prep

Page 7: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Regional Relation of NO2 Concentration with Urban Population (NO2

Increasing Population Density Increases Pollution Levels Despite Decreases in Per Capita Local Emissions

Lamsal et al., ES&T, in prep

Log10 of population (millions)

Lo

g1

0 o

f N

O2 M

ixin

g R

ati

o (

pp

bv

)

Similar slopes for NOx emissions vs population

β=0.35 β=0.41

β=0.70 β=0.30

Page 8: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

A Satellite-Based Multipollutant Index from PM2.5 & NO2

𝑀𝑃𝐼=𝑃𝑀 2.5

𝐴𝑄𝐺𝑃𝑀 2.5[1+

𝑁𝑂2

𝐴𝑄𝐺𝑁𝑂 2]

Cooper et al., ES&T, 2012

PM2.5

NO2

MPI0 4 8 12

Multipollutant Index

Satellite-Based Multipollutant Index (Unitless)

ShanghaiBeijing

DelhiKarachi

SeoulCairoLima

TehranLos Angeles

BerlinMoscowNairobi 0 1 2 5 7 9 11 13 15

AQG = WHO Air Quality GuidelinePM2.5 (ug/m3)

MPI (unitless)

Page 9: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Satellite-Model Estimate of Aerosol Composition Indicates Sulfate-Nitrate-Ammonium Aerosol

Dominates Global Health Burden

Philip et al., EHP, in prep.

SO42-

NO3-

NH4+

Organic Matter

Mineral Dust

Page 10: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

PM2.5 Nearly as Sensitive to NOx as to SO2 and NH3

Kharol et al., GRL, in prep

GEOS-Chem Calculation of Annual PM2.5 Response to 10% Change in Emissions

ΔNOx Emissions ΔSO2 Emissions ΔNH3 Emissions

Page 11: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Increasing NOx Emissions Increases NO3-, NH4

+, and SO42-

Increasing SO2 Emissions Decreases NO3-

Kharol et al., GRL, in prep

Page 12: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Challenges in Development of AMF Calculation for GEMSLargest Source of Uncertainty in LEO Trace Gas Retrievals

• Representing diurnal variation in surface reflectance during the period before measured from GEMS (use GOCI?)

• Diurnal variation in trace gas profile (changes rapidly in morning)

• Accounting for aerosols (still unresolved for LEO). Existing cloud products partially account for aerosol

Concentration

Alt

itu

de

Page 13: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

PM2.5 Sampling Station fromVanderlei Martins (UMBC)

AOD from CIMEL Sunphotometer (AERONET)

SPARTAN: An Emerging Global Network to Evaluate and Improve Satellite-Based Estimates of PM2.5

Measures PM2.5 Mass & Composition at AERONET sitesOpportunity to Coordinate with GEMS Validation?

Page 14: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

Contribute to Global Constellation by Linking GEMS with Other Geostationary Missions Through PCW/PHEOS

Observing All Three Regions over 30N-60N

PCW / PHEOSPHEOS PI: Jack McConnell

Asia (e.g. GEMS)Europe

(e.g. Sentinel-4)North America

e.g.

Page 15: Satellite Remote Sensing of NO 2 as an Indicator of Aerosol Pollution: Opportunities from GEMS (and GOCI) Observations Randall Martin with contributions

NO2 Indicator of Combustion Sources

Sulfate-Nitrate-Ammonium Aerosol Sensitive to NOx Emissions

Acknowledgements: NSERC, Environment Canada, Health Canada, NASA

GEMS NO2 Observations Will Be a Key Indicator of Aerosol Pollution

Challenges

• Intercalibration of geostationary instruments & retrievals

• Slant to Column (i.e. diurnal components of AMF)