Satellite-based estimates of ground-level fine particulate matter during extreme events: A case study of the Moscow fires in 2010

We estimate fine particulate matter (PM2.5) concentrations daily using MODIS satellite observations of aerosol optical depth (AOD) for a major biomass burning event around Moscow during summer 2010. Evaluation of MODIS AOD with the Moscow AERONET site supports a MODIS-AOD error estimate of � (0.05 þ0.2 � AOD) for this event. However, since the smoke was often thick (AOD >4.0) and spatially variable, the standard MODIS algorithm incorrectly identifies some aerosol as cloud. We test relaxed cloud screening criteria that increase MODIS coverage by 21% and find excellent agreement with coincident operational retrievals (r 2 ¼0.994, slope ¼1.01) with no evidence of false aerosol detection. We relate the resultant MODIS AOD to PM2.5 using aerosol vertical profiles from the GEOS-Chem chemical transport model. Our estimates are in good agreement with PM2.5 values estimated from in-situ PM10 (r 2 ¼0.85, slope ¼1.06), and we find that the relationship between AOD and PM2.5 is insensitive to uncertainties in biomass burning emissions. The satellite-derived and in-situ values both indicate that peak daily mean concentrations of approximately 600 mgm �3 occurred on August 7, 2010 in the Moscow region of the Russian Federation. We estimate that exposure to air pollution from the Moscow wildfires may have caused hundreds of excess deaths.

[1]  M. Brauer,et al.  Global Estimates of Ambient Fine Particulate Matter Concentrations from Satellite-Based Aerosol Optical Depth: Development and Application , 2010, Environmental health perspectives.

[2]  M. Brauer,et al.  Woodsmoke Health Effects: A Review , 2007, Inhalation toxicology.

[3]  D. Jacob,et al.  Synthesis of satellite (MODIS), aircraft (ICARTT), and surface (IMPROVE, EPA‐AQS, AERONET) aerosol observations over eastern North America to improve MODIS aerosol retrievals and constrain surface aerosol concentrations and sources , 2010 .

[4]  R. Koelemeijer,et al.  Comparison of spatial and temporal variations of aerosol optical thickness and particulate matter over Europe , 2006 .

[5]  Jun Wang,et al.  Improved algorithm for MODIS satellite retrievals of aerosol optical thickness over land in dusty atmosphere: Implications for air quality monitoring in China , 2010 .

[6]  M. George,et al.  Satellite- and ground-based CO total column observations over 2010 Russian fires: accuracy of top-down estimates based on thermal IR satellite data , 2011 .

[7]  J. Seinfeld,et al.  EFFECT OF CHANGES IN CLIMATE AND , 2008 .

[8]  Jun Wang,et al.  Intercomparison between satellite‐derived aerosol optical thickness and PM2.5 mass: Implications for air quality studies , 2003 .

[9]  S. Preston,et al.  African-American marriage in 1910: Beneath the surface of census data , 1992, Demography.

[10]  E. Vermote,et al.  Operational remote sensing of tropospheric aerosol over land from EOS moderate resolution imaging spectroradiometer , 1997 .

[11]  John H. Seinfeld,et al.  Global modeling of secondary organic aerosol formation from aromatic hydrocarbons: high- vs. low-yield pathways , 2007 .

[12]  Robert L. Maynard,et al.  Air Pollution and Health , 2006 .

[13]  D. Jacob,et al.  Mapping annual mean ground‐level PM2.5 concentrations using Multiangle Imaging Spectroradiometer aerosol optical thickness over the contiguous United States , 2004 .

[14]  M. Chin,et al.  Natural and transboundary pollution influences on sulfate‐nitrate‐ammonium aerosols in the United States: Implications for policy , 2004 .

[15]  M. G. Schultz,et al.  The MACC Global Fire Assimilation System : First Emission Products ( GFASv 0 ) , 2009 .

[16]  Daniel J. Jacob,et al.  The impact of transpacific transport of mineral dust in the United States , 2007 .

[17]  Walter Di Nicolantonio,et al.  Particulate Matter at Surface: Northern Italy Monitoring Based on Satellite Remote Sensing, Meteorological Fields, and in-situ Samplings , 2009, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[18]  D. Jacob,et al.  Inventory of boreal fire emissions for North America in 2004 : Importance of peat burning and pyroconvective injection , 2007 .

[19]  S. Martin,et al.  Sources and properties of Amazonian aerosol particles , 2010 .

[20]  Haidong Kan,et al.  Public Health and Air Pollution in Asia (PAPA): A Multicity Study of Short-Term Effects of Air Pollution on Mortality , 2008, Environmental health perspectives.

[21]  D. Jacob,et al.  Global modeling of tropospheric chemistry with assimilated meteorology : Model description and evaluation , 2001 .

[22]  R. Martin,et al.  Estimating ground-level PM2.5 using aerosol optical depth determined from satellite remote sensing , 2006 .

[23]  Hung-mo Lin,et al.  High Temperatures Enhanced Acute Mortality Effects of Ambient Particle Pollution in the “Oven” City of Wuhan, China , 2008, Environmental health perspectives.

[24]  D. Jacob Heterogeneous chemistry and tropospheric ozone , 2000 .

[25]  Jassim A. Al-Saadi,et al.  Integrating lidar and satellite optical depth with ambient monitoring for 3-dimensional particulate characterization , 2006 .

[26]  David G. Streets,et al.  Analysis of aircraft and satellite measurements from the Intercontinental Chemical Transport Experiment (INTEX-B) to quantify long-range transport of East Asian sulfur to Canada , 2008 .

[27]  Yang Liu,et al.  Estimating Fine Particulate Matter Component Concentrations and Size Distributions Using Satellite-Retrieved Fractional Aerosol Optical Depth: Part 1— Method Development , 2007, Journal of the Air & Waste Management Association.

[28]  Jun Wang,et al.  Satellite remote sensing of particulate matter and air quality assessment over global cities , 2006 .

[29]  M. Carraway,et al.  Peat Bog Wildfire Smoke Exposure in Rural North Carolina Is Associated with Cardiopulmonary Emergency Department Visits Assessed through Syndromic Surveillance , 2011, Environmental health perspectives.

[30]  B. Nemery,et al.  [Health effects of air pollution episodes]. , 2003, Revue des maladies respiratoires.

[31]  Yoram J. Kaufman,et al.  An Emerging Global Aerosol Climatology from the MODIS Satellite Sensors , 2008 .

[32]  G. Leeuw,et al.  Exploring the relation between aerosol optical depth and PM 2.5 at Cabauw, the Netherlands , 2008 .

[33]  Michael E. Schaepman,et al.  Algorithm theoretical basis document , 2009 .

[34]  J. Randerson,et al.  Interannual variability in global biomass burning emissions from 1997 to 2004 , 2006 .

[35]  S. Turquety,et al.  Estimating Fine Particulate Matter Component Concentrations and Size Distributions Using Satellite-Retrieved Fractional Aerosol Optical Depth: Part 2—A Case Study , 2007, Journal of the Air & Waste Management Association.

[36]  M. Freitas,et al.  Smoke emissions from biomass burning in a Mediterranean shrubland , 2010 .

[37]  D. Tanré,et al.  ALGORITHM FOR REMOTE SENSING OF TROPOSPHERIC AEROSOL FROM MODIS , 1998 .

[38]  D. Jacob,et al.  Sulfate Formation in Sea-Salt Aerosols: Constraints from Oxygen Isotopes , 2005 .

[39]  A. Smirnov,et al.  AERONET-a federated instrument network and data archive for aerosol Characterization , 1998 .

[40]  Mian Chin,et al.  Sources of carbonaceous aerosols over the United States and implications for natural visibility , 2003 .

[41]  E. Vermote,et al.  Second‐generation operational algorithm: Retrieval of aerosol properties over land from inversion of Moderate Resolution Imaging Spectroradiometer spectral reflectance , 2007 .

[42]  Nickolay A. Krotkov,et al.  Retrieval of vertical columns of sulfur dioxide from SCIAMACHY and OMI: Air mass factor algorithm development, validation, and error analysis , 2009 .

[43]  M. Brauer,et al.  Three Measures of Forest Fire Smoke Exposure and Their Associations with Respiratory and Cardiovascular Health Outcomes in a Population-Based Cohort , 2011, Environmental health perspectives.

[44]  S. F. Wu,et al.  Effect of changes in climate and emissions on future sulfate‐nitrate‐ammonium aerosol levels in the United States , 2009 .

[45]  Richard T. Burnett,et al.  How is cardiovascular disease mortality risk affected by duration and intensity of fine particulate matter exposure? An integration of the epidemiologic evidence , 2011 .

[46]  Narayan Sastry,et al.  Forest fires, air pollution, and mortality in Southeast Asia , 2002, Demography.

[47]  D. Jacob,et al.  Estimating ground-level PM2.5 in the eastern United States using satellite remote sensing. , 2005, Environmental science & technology.

[48]  R. Martin,et al.  Global and regional decreases in tropospheric oxidants from photochemical effects of aerosols , 2003 .

[49]  J. Thornton,et al.  Assessing known pathways for HO2loss in aqueous atmospheric aerosols: Regional and global impacts on tropospheric oxidants: HO2HETEROGENEOUS CHEMISTRY , 2008 .

[50]  D. Jacob,et al.  Impact of new laboratory studies of N2O5 hydrolysis on global model budgets of tropospheric nitrogen oxides, ozone, and OH , 2005, Geophysical Research Letters.