Evaluation of OMI operational standard NO 2 column retrievals using in situ and surface-based NO 2 observations

Abstract. We assess the standard operational nitrogen dioxide (NO2) data product (OMNO2, version 2.1) retrieved from the Ozone Monitoring Instrument (OMI) onboard NASA's Aura satellite using a combination of aircraft and surface in~situ measurements as well as ground-based column measurements at several locations and a bottom-up NOx emission inventory over the continental US. Despite considerable sampling differences, NO2 vertical column densities from OMI are modestly correlated (r = 0.3–0.8) with in situ measurements of tropospheric NO2 from aircraft, ground-based observations of NO2 columns from MAX-DOAS and Pandora instruments, in situ surface NO2 measurements from photolytic converter instruments, and a bottom-up NOx emission inventory. Overall, OMI retrievals tend to be lower in urban regions and higher in remote areas, but generally agree with other measurements to within ± 20%. No consistent seasonal bias is evident. Contrasting results between different data sets reveal complexities behind NO2 validation. Since validation data sets are scarce and are limited in space and time, validation of the global product is still limited in scope by spatial and temporal coverage and retrieval conditions. Monthly mean vertical NO2 profile shapes from the Global Modeling Initiative (GMI) chemistry-transport model (CTM) used in the OMI retrievals are highly consistent with in situ aircraft measurements, but these measured profiles exhibit considerable day-to-day variation, affecting the retrieved daily NO2 columns by up to 40%. This assessment of OMI tropospheric NO2 columns, together with the comparison of OMI-retrieved and model-simulated NO2 columns, could offer diagnostic evaluation of the model.

[1]  N. Krotkov,et al.  The observed response of Ozone Monitoring Instrument (OMI) NO2 columns to NOx emission controls on power plants in the United States: 2005–2011 , 2013 .

[2]  James F. Gleason,et al.  An improved retrieval of tropospheric nitrogen dioxide from GOME , 2002 .

[3]  R. D. Poshusta Error Analysis , 2019, Numerical Methods.

[4]  Henk Eskes,et al.  Error analysis for tropospheric NO2 retrieval from space , 2004 .

[5]  J.-T. Lin,et al.  Satellite constraint for emissions of nitrogen oxides from anthropogenic , lightning and soil sources over East China on a high-resolution grid , 2011 .

[6]  Henk Eskes,et al.  Detection of the trend and seasonal variation in tropospheric NO2 over China , 2006 .

[7]  Robert J. D. Spurr,et al.  Air-mass factor formulation for spectroscopic measurements from satellites: application to formaldeh , 2001 .

[8]  James F. Gleason,et al.  A new stratospheric and tropospheric NO2 retrieval algorithm for nadir-viewing satellite instruments : applications to OMI , 2013 .

[9]  D. Neil,et al.  Estimating surface NO2 and SO2 mixing ratios from fast-response total column observations and potential application to geostationary missions , 2013, Journal of Atmospheric Chemistry.

[10]  K. F. Boersma,et al.  Validation of OMI tropospheric NO2 observations during INTEX-B and application to constrain NOx emissions over the eastern United States and Mexico , 2008 .

[11]  R. Cohen,et al.  Characterization of wildfire NO x emissions using MODIS fire radiative power and OMI tropospheric NO 2 columns , 2011 .

[12]  F. Fehsenfeld,et al.  An efficient photolysis system for fast-response NO2 measurements , 2000 .

[13]  Xiong Liu,et al.  Relationship Between Column-Density and Surface Mixing Ratio: Statistical Analysis of O3 and NO2 Data from the July 2011 Maryland DISCOVER-AQ Mission , 2014 .

[14]  Michael B. McElroy,et al.  Constraint of anthropogenic NO x emissions in China from different sectors: a new methodology using multiple satellite retrievals , 2009 .

[15]  J. Burrows,et al.  Measurements of nitrogen dioxide total column amounts using a Brewer double spectrophotometer in direct Sun mode , 2006 .

[16]  G. Grell,et al.  Satellite-observed US power plant NOx emission reductions and their impact on air quality - article no. L22812 , 2006 .

[17]  Joseph P. Pinto,et al.  Ground-level nitrogen dioxide concentrations inferred from the satellite-borne Ozone Monitoring Instrument , 2008 .

[18]  Wei Tang,et al.  Inverse modeling of Texas NO x emissions using space-based and ground-based NO 2 observations , 2013 .

[19]  R. Hirsch,et al.  METHODS OF FITTING A STRAIGHT LINE TO DATA: EXAMPLES IN WATER RESOURCES , 1984 .

[20]  Aaron L. Swanson,et al.  Evaluation of space‐based constraints on global nitrogen oxide emissions with regional aircraft measurements over and downwind of eastern North America , 2006 .

[21]  Zhiliang Yao,et al.  NOx emission trends for China, 1995–2004: The view from the ground and the view from space , 2007 .

[22]  Steffen Beirle,et al.  Global distribution pattern of anthropogenic nitrogen oxide emissions: Correlation analysis of satellite measurements and model calculations , 2006 .

[23]  Henk Eskes,et al.  An improved tropospheric NO 2 column retrieval algorithm for the Ozone Monitoring Instrument , 2011 .

[24]  Henk Eskes,et al.  Averaging kernels for DOAS total-column satellite retrievals , 2003 .

[25]  Heikki Saari,et al.  The ozone monitoring instrument , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[26]  K. Boersma,et al.  Trends, seasonal variability and dominant NOx source derived from a ten year record of NO2 measured from space , 2008 .

[27]  Sean C. Solomon,et al.  On the role of nitrogen dioxide in the absorption of solar radiation , 1999 .

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

[29]  Thomas P. Kurosu,et al.  Global inventory of nitrogen oxide emissions constrained by space‐based observations of NO2 columns , 2003 .

[30]  K. F. Boersma,et al.  Quantitative bias estimates for tropospheric NO 2 columns retrieved from SCIAMACHY, OMI, and GOME-2 using a common standard for East Asia , 2012 .

[31]  J. Burrows,et al.  Influence of low spatial resolution a priori data on tropospheric NO 2 satellite retrievals , 2011 .

[32]  Louisa Emmons,et al.  Satellite constraints of nitrogen oxide (NOx) emissions from India based on OMI observations and WRF‐Chem simulations , 2012 .

[33]  James F. Gleason,et al.  NO2 columns in the western United States observed from space and simulated by a regional chemistry model and their implications for NOx emissions , 2009 .

[34]  J. Veefkind,et al.  Comparison of tropospheric NO2 from in situ aircraft measurements with near-real-time and standard product data from OMI , 2008 .

[35]  Julian D. Marshall,et al.  Remote sensing of exposure to NO2: Satellite versus ground-based measurement in a large urban area , 2013 .

[36]  Dylan B. A. Jones,et al.  Improved estimate of the policy-relevant background ozone in the United States using the GEOS-Chem global model with 1/2° × 2/3° horizontal resolution over North America , 2011 .

[37]  Thornton,et al.  Atmospheric NO2: in situ laser-induced fluorescence detection at parts per trillion mixing ratios , 2000, Analytical chemistry.

[38]  F. L. Herron-Thorpe,et al.  Evaluation of a regional air quality forecast model for tropospheric NO 2 columns using the OMI/Aura satellite tropospheric NO 2 product , 2009 .

[39]  G. Brasseur,et al.  Florida thunderstorms: A faucet of reactive nitrogen to the upper troposphere , 2004 .

[40]  H. Tanimoto,et al.  Validation of OMI tropospheric NO 2 column data using MAX-DOAS measurements deep inside the North China Plain in June 2006 , 2008 .

[41]  Bryan N. Duncan,et al.  Observationally derived transport diagnostics for the lowermost stratosphere and their application to the GMI chemistry and transport model , 2007 .

[42]  Yuhang Wang,et al.  Assimilated inversion of NOx emissions over east Asia using OMI NO2 column measurements , 2009 .

[43]  Steffen Beirle,et al.  The Cabauw Intercomparison campaign for Nitrogen Dioxide measuring Instruments (CINDI): design, execution, and early results , 2011 .

[44]  Ulrich Platt,et al.  Differential optical absorption spectroscopy (DOAS) , 1994 .

[45]  Henk Eskes,et al.  Intercomparison of SCIAMACHY nitrogen dioxide observations, in situ measurements and air quality modeling results over Western Europe , 2007 .

[46]  Nickolay A. Krotkov,et al.  Airborne MAX‐DOAS measurements over California: Testing the NASA OMI tropospheric NO2 product , 2013 .

[47]  John P. Burrows,et al.  Inverse modelling of the spatial distribution of NO x emissions on a continental scale using satellite data , 2005 .

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

[49]  John P. Burrows,et al.  Satellite‐observed U.S. power plant NOx emission reductions and their impact on air quality , 2006 .

[50]  Zifeng Lu,et al.  Increase in NOx emissions from Indian thermal power plants during 1996-2010: unit-based inventories and multisatellite observations. , 2012, Environmental science & technology.

[51]  N. Krotkov,et al.  Scaling relationship for NO2 pollution and urban population size: a satellite perspective. , 2013, Environmental science & technology.

[52]  Paul S. Monks,et al.  Comparison of OMI and ground‐based in situ and MAX‐DOAS measurements of tropospheric nitrogen dioxide in an urban area , 2008 .

[53]  V. K. Semenov,et al.  Ground‐based validation of EOS‐Aura OMI NO2 vertical column data in the midlatitude mountain ranges of Tien Shan (Kyrgyzstan) and Alps (France) , 2008 .

[54]  R. Martin,et al.  Growth in NO x emissions from power plants in China: bottom-up estimates and satellite observations , 2012 .

[55]  Ann Carine Vandaele,et al.  Measurements of the NO2 absorption cross-section from 42 000 cm−1 to 10 000 cm−1 (238–1000 nm) at 220 K and 294 K , 1998 .

[56]  Jay R. Herman,et al.  Direct Sun measurements of NO2 column abundances from Table Mountain, California: Intercomparison of low- and high-resolution spectrometers , 2010 .

[57]  Andreas Hilboll,et al.  Long-term changes of tropospheric NO 2 over megacities derived from multiple satellite instruments , 2012 .

[58]  Alan Fried,et al.  Surface and Lightning Sources of Nitrogen Oxides over the United States: Magnitudes, Chemical Evolution, and Outflow , 2007 .

[59]  J. Mobley,et al.  Improving Emission Inventories for Effective Air-Quality Management Across North America , 2005 .

[60]  Thomas E. Graedel,et al.  Global gridded inventories of anthropogenic emissions of sulfur and nitrogen , 1996 .

[61]  G. Pfister,et al.  Application of satellite observations for identifying regions of dominant sources of nitrogen oxides over the Indian Subcontinent , 2013 .

[62]  James F. Gleason,et al.  Algorithm for NO/sub 2/ vertical column retrieval from the ozone monitoring instrument , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[63]  R. Cohen,et al.  Observations of a seasonal cycle in NOx emissions from fires in African woody savannas , 2013 .

[64]  K. F. Boersma,et al.  Constraints on ship NO x emissions in Europe using GEOS-Chem and OMI satellite NO 2 observations , 2013 .

[65]  Steffen Beirle,et al.  Megacity Emissions and Lifetimes of Nitrogen Oxides Probed from Space , 2011, Science.

[66]  R. Martin,et al.  Improved Satellite Retrievals of NO2 and SO2 over the Canadian Oil Sands and Comparisons with Surface Measurements , 2013 .

[67]  Gilles Foret,et al.  Comparison of OMI NO2 tropospheric columns with an ensemble of global and European regional air quality models , 2009 .

[68]  Henk Eskes,et al.  Validation of urban NO 2 concentrations and their diurnal and seasonal variations observed from the SCIAMACHY and OMI sensors using in situ surface measurements in Israeli cities , 2009 .

[69]  John P. Burrows,et al.  On the improvement of NO 2 satellite retrievals – aerosol impact on the airmass factors , 2009 .

[70]  George M Hidy,et al.  The Southeastern Aerosol Research and Characterization Study, Part 3: Continuous Measurements of Fine Particulate Matter Mass and Composition , 2006, Journal of the Air & Waste Management Association.

[71]  R. C. Hudman,et al.  Effects of model resolution on the interpretation of satellite NO 2 observations , 2011 .

[72]  Dominik Brunner,et al.  An improved tropospheric NO 2 retrieval for satellite observations in the vicinity of mountainous terrain , 2009 .

[73]  M. Steinbacher,et al.  Nitrogen oxide measurements at rural sites in Switzerland : Bias of conventional measurement techniques , 2007 .

[74]  Jiming Hao,et al.  Revisiting China's CO emissions after the Transport and Chemical Evolution over the Pacific (TRACE-P) mission: Synthesis of inventories, atmospheric modeling, and observations , 2006 .

[75]  K. F. Boersma,et al.  Testing and improving OMI DOMINO tropospheric NO2 using observations from the DANDELIONS and INTEX-B validation campaigns , 2008 .

[76]  Joanna Joiner,et al.  Surface reflectivity from the Ozone Monitoring Instrument using the Moderate Resolution Imaging Spectroradiometer to eliminate clouds: Effects of snow on ultraviolet and visible trace gas retrievals , 2010 .

[77]  James F. Gleason,et al.  Validation of OMI tropospheric NO2 column densities using direct‐Sun mode Brewer measurements at NASA Goddard Space Flight Center , 2008 .

[78]  F. E. Grahek,et al.  A Small, Low Flow, High Sensitivity Reaction Vessel for NO Chemiluminescence Detectors , 1990 .

[79]  Chao Luo,et al.  Indirect validation of tropospheric nitrogen dioxide retrieved from the OMI satellite instrument: Insight into the seasonal variation of nitrogen oxides at northern midlatitudes , 2010 .

[80]  Thomas P. Kurosu,et al.  Mapping isoprene emissions over North America using formaldehyde column observations from space , 2003 .

[81]  Dipali A. Sable,et al.  Rain‐Induced Soil NOx Emission From India During the Onset of the Summer Monsoon: A Satellite Perspective , 2010 .

[82]  Johannes W. Kaiser,et al.  Comparison of GOME tropospheric NO 2 columns with NO 2 profiles deduced from ground-based in situ measurements , 2006 .

[83]  T. Ryerson,et al.  Diode laser-based cavity ring-down instrument for NO 3 , N 2 O 5 , NO, NO 2 and O 3 from aircraft , 2011 .

[84]  Anne R. Douglass,et al.  Radicals and reservoirs in the GMI chemistry and transport model: Comparison to measurements , 2004 .

[85]  Dan Chen,et al.  Improving the accuracy of daily satellite-derived ground-level fine aerosol concentration estimates for North America. , 2012, Environmental science & technology.

[86]  Maria Tzortziou,et al.  NO2 column amounts from ground‐based Pandora and MFDOAS spectrometers using the direct‐sun DOAS technique: Intercomparisons and application to OMI validation , 2009 .

[87]  Nathaniel J. Livesey,et al.  Model study of the cross-tropopause transport of biomass burning pollution , 2007 .

[88]  J. Veefkind,et al.  Validation of Ozone Monitoring Instrument nitrogen dioxide columns , 2008 .

[89]  Julian D Marshall,et al.  National satellite-based land-use regression: NO2 in the United States. , 2011, Environmental science & technology.

[90]  J. Burrows,et al.  Increase in tropospheric nitrogen dioxide over China observed from space , 2005, Nature.

[91]  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 .

[92]  Kelly Chance,et al.  Global partitioning of NOx sources using satellite observations: relative roles of fossil fuel combustion, biomass burning and soil emissions. , 2005, Faraday discussions.

[93]  R. Martin,et al.  Application of satellite observations for timely updates to global anthropogenic NOx emission inventories , 2011 .

[94]  James P. Cipriani,et al.  Lightning‐generated NOx seen by the Ozone Monitoring Instrument during NASA's Tropical Composition, Cloud and Climate Coupling Experiment (TC4) , 2010 .

[95]  John P. Burrows,et al.  First comparison of tropospheric NO2 column densities retrieved from GOME measurements and in situ aircraft profile measurements , 2002 .

[96]  R. Martin,et al.  Multi-model ensemble simulations of tropospheric NO2 compared with GOME retrievals for the year 2000 , 2006 .

[97]  Glen Jaross,et al.  Validation of Ozone Monitoring Instrument level 1b data products , 2008 .

[98]  Dietrich Althausen,et al.  Retrieval of Aerosol Profiles using Multi-Axis Differential Optical Absorption Spectroscopy (MAX-DOAS) , 2003 .

[99]  Corinne Le Quéré,et al.  Climate Change 2013: The Physical Science Basis , 2013 .

[100]  Yuhang Wang,et al.  Assimilated inversion of NO x emissions over east Asia using OMI NO 2 column measurements , 2008 .

[101]  Yugo Kanaya,et al.  Intercomparison of slant column measurements of NO 2 and O 4 by MAX-DOAS and zenith-sky UV and visible spectrometers , 2010 .

[102]  K. F. Boersma,et al.  The global economic cycle and satellite‐derived NO2 trends over shipping lanes , 2012 .

[103]  R. L. Curier,et al.  The 2005 and 2006 DANDELIONS NO2 and aerosol intercomparison campaigns , 2008 .

[104]  H. Tanimoto,et al.  Validation of OMI tropospheric NO 2 column data using MAX-DOAS measurements deep inside the North China Plain in June 2006: Mount Tai Experiment 2006 , 2008 .

[105]  Ronald C. Cohen,et al.  Trends in OMI NO 2 observations over the United States: effects of emission control technology and the economic recession , 2012 .

[106]  Jeffrey M. Vukovich,et al.  Development of a United States–Mexico Emissions Inventory for the Big Bend Regional Aerosol and Visibility Observational (BRAVO) Study , 2005, Journal of the Air & Waste Management Association.

[107]  K. F. Boersma,et al.  Near-real time retrieval of tropospheric NO 2 from OMI , 2006 .

[108]  Eric Bucsela,et al.  A high spatial resolution retrieval of NO 2 column densities from OMI: method and evaluation , 2011 .

[109]  Steffen Beirle,et al.  Weekly cycle of NO 2 by GOME measurements: a signature of anthropogenic sources , 2003 .

[110]  R. Cohen,et al.  Space-based constraints on spatial and temporal patterns of NO(x) emissions in California, 2005-2008. , 2010, Environmental science & technology.

[111]  Henk Eskes,et al.  Intercomparison of SCIAMACHY and OMI Tropospheric NO2 Columns: Observing the Diurnal Evolution of Chemistry and Emissions from Space , 2008 .