Abstract
Transport of pollution from remote sources into the state of Texas has been shown by modeling techniques, satellite, and in situ data. Attaining a better understanding of the impact (i.e., temporally) of remote pollution sources will provide a more robust/quantifiable basis for State Implementation Plans (SIPs) that govern air quality. Utilizing Tropospheric Emission Spectrometer (TES) and Ozone Monitoring Instrument (OMI) and in situ data for ozone (O3) and nitrogen dioxide (NO2) and Hybrid Single-Particle Lagrangian Integrated Trajectory Model (HYSPLIT), we assess whether high-pollution events in Texas are primarily sourced locally (i.e., within Texas) or remotely. We focus on TES and OMI dates that exemplify high O3 and NO2, over Texas’s lower troposphere from August 5, 2006, to June 21, 2009. For all dates and altitudes, 4-day back trajectory analyses, exemplified by high TES O3, show that remotely sourced from the Gulf of Mexico, Southeast USA, Midwest USA, Northeast USA, the Atlantic Ocean, Pacific Ocean, Mexico to Texas. The only exception is air at 1 km on July 22, 2006, which shows that air at this altitude is sourced within Texas. Throughout half of the eastern portion of Texas, TES shows O3 enhancements in the boundary layer and OMI shows O3 and NO2 enhancements via tropospheric column profiles (O3 between 75 and 90 ppbv; NO2 ≥5.5 molecules cm−2). These enhancements complement the HYSPLIT 4-day trajectory analyses, which gives further indication that they are influenced by transport from remote sources. Dates with co-located satellite and in situ data (e.g., August 2, 2005) further exemplify the need to consider satellite and in situ data and modeling data/forecasts when creating SIPs for compliance with Environmental Protection Agency and the Texas Commission on Environmental Quality air quality standards. Despite the fact that quantifying local versus remote sources is in its early stages, Texas has become increasingly compliant with Environmental Protection Agency (EPA) regulations. Environmental Systems Research Institute’s ArcGIS exemplifies the noticeable decrease in the number of days that locales in Texas exceed EPA’s limit for O3. From 2005 to 2009, population standard deviation and standard error of the mean, and true sample deviation of the sample mean for O3 and NO2, at all 16 monitoring sites distributed throughout Texas, are temporally consistent and small—reinforcing the reliability of in situ data as they are consistent throughout. This investigation has global implications for regions within countries that enforce air quality mandates. Such governing bodies should consider utilizing data assimilation (of in situ data) for air quality prediction as a part of the governmental process that produces such laws. This could potentially keep regions more accountable for emissions both locally and far from high source points.
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Abbreviations
- AQ:
-
Air quality
- AIRS:
-
Atmospheric Infrared Sounder
- EPA:
-
Environmental Protection Agency
- GIS:
-
Geographical information systems
- HGBR:
-
Houston-Galveston-Brazoria Region
- HYSPLIT:
-
Hybrid Single-Particle Lagrangian Integrated Trajectory Model
- HC:
-
Hydrocarbon
- MODIS:
-
Moderate Resolution Imaging Spectroradiometer
- NO2 :
-
Nitrogen dioxide
- OMI:
-
Ozone Monitoring Instrument
- O3 :
-
Ozone
- RAQMS:
-
Real-time Air Modeling System
- SIPs:
-
State Implementation Plans
- TES:
-
Tropospheric Emission Spectrometer
- TCEQ:
-
Texas Commission for Environmental Quality
References
Avnery S, Mauzerall DL, Liu J, Horowitz LW (2011a) Global crop yield reductions due to surface ozone exposure: 1. Year 2000 crop production losses and economic damage. Atmos Environ 45:2284–2296
Avnery S, Mauzerall DL, Liu J, Horowitz LW (2011b) Global crop yield reductions due to surface ozone exposure: 1. Year 2030 potential crop production losses and economic damage under scenarios of O3 pollution. Atmos Environ 45:2297–2309
Badr O, Probert SD (1994) Carbon monoxide concentration in the Earth’s atmosphere. Appl Energy 49:99–143
Banta RM, Senff CJ, Nielsen-Gammon J, Darby LS, Ryerson TB, Alvarez RJ, Sandberg SP, Williams EJ, Trainer M (2005) A bad air day in Houston. Bull Am Meteorol Soc 86:657–669
Beer R, Glavich TA, Rider DM (2001) Tropospheric emission spectrometer for the Earth Observing System’s Aura satellite. Appl Opt 40:2356–2367
Bell ML, McDermott A, Zeger SL, Samet JM, Dominici F (2004) Ozone and short-term mortality in 95 US urban communities: 1987-2000. J Am Med Assoc 292:2372–2378
Berkowitz C, Jobson MT, Jiang G, Spicer CW, Doskey PV (2004) Chemical and meteorological characteristics associated with rapid increases of O3 in Houston, Texas. J Geophys Res 109. doi:10.1029/2003JD004141
Boxe CS et al (2010) Validation of northern latitude Tropospheric Emission Spectrometer stare ozone profiles with ARC-IONS sondes during ARCTAS: sensitivity, bias and error analysis. Atmos Chem Phys 10:9901–9914
Bucsela E et al (2006) Algorithm for NO2 vertical column retrieval from the Ozone Monitoring Instrument. IEEE Trans Geosci Remote Sens 44:245–1258
Chameides WL et al (1999) Is ozone pollution affecting crop yields in China? Geophys Res Lett 26:867–870
Colarco PR, Schoeberl MR, Doddridge BG, Marufu LT, Torres O, Welton EJ (2004) Transport of smoke from Canadian forest fires to the surface near Washington, D. C.: injection height, entrainment, and optical properties. J Geophys Res 109:D06203. doi:10.1029/2003JD004248
Cowling EB (2007) Final rapid science synthesis report: findings from the Second Texas Air Quality Study (TexAQS II). A report to the Texas Commission on Environmental Quality by the TexAQS II Rapid Science Synthesis Team
Crutzen PJ, Heidt LE, Krasnec JP, Pollock WH (1979) Biomass burning as a source of atmospheric gases CO, H2, N2O, NO, CH3Cl and COS. Nature 282:253–256
Darby LS (2005) Cluster analysis of surface winds in Houston, Texas, and the impact of wind patterns on ozone. J Appl Meteorol 44:1788–1806. doi:10.1175/JAM2320.1
Daum PH, et al (2003) A comparative study of O3 formation in the Houston urban and industrial plumes during the 2000 Texas Air Quality Study. J Geophys Res. 108. doi:10.1029/2003JD003552
Daum PH, Kleinman LI, Springston SR, Nunnermacker LJ, Lee YN, Weinstein-Lloyd J, Zheng J, Berkowitz CM (2004) Origin and properties of plumes of high ozone observed during the Texas 2000 Air Quality Study (TexAQS 2000). J Geophys Res 109. doi:10.1029/2003JD004311
Dingenen RV, Dentener FJ, Raes R, Krol MC, Emberson L, Cofala J (2009) The global impact of ozone on agricultural crop yields under current and future air quality legislation. Atmos Environ 43:604–618
Draxler RR, Rolph GD (2014) HYSPLIT (HYbrid Single-Particle Lagrangian Integrated Trajectory) Model access via NOAA ARL READY Website (http://www.arl.noaa.gov/HYSPLIT.php). NOAA Air Resources Laboratory, College Park, MD
Engel-Cox J, Young GS, Hoff RM (2005) Application of satellite remote-sensing data for source analysis of fine particulate matter transport events. J Air Waste Man Ass 55. doi:10.1080/10473289.2005.10464725
Feng Z, Koboyashi K (2009) Assessing the impacts of current and future concentrations of surface ozone on crop yield and meta-analysis. Atmos Environ 43:1510–1519
Fiscus EL, Booker FL, Burkey KO (2005) Crop responses to ozone: uptake, modes of action, carbon assimilation and partitioning. Plant Cell Environ 28:997–1011
Fishman J et al (2008) Remote sensing of tropospheric pollution from space. Bull Am Meteorol Soc 89:805–821
Fishman J et al (2010) An investigation of widespread ozone to the soybean crop in the upper Midwest determined from ground-based and satellite measurements. Atmos Environ 44:2248–2256
Forster C et al (2001) Transport of boreal forest fire emissions from Canada to Europe. J Geophys Res 106:22,887–22,906
Heagle AS (1989) Ozone and crop yield. Annu Rev Phytopathol 27:397–423. doi:10.1146/annurev.py.27.090189.002145
Hutchison K (2003) Application of MODIS satellite data and products for monitoring air quality in the state of Texas. Atmos Environ 37:2403–2412
Kim SW et al (2011) Evaluations of NOx and highly reactive VOC emission inventories in Texas and their implications for ozone plume simulations during the Texas Air Quality Study 2006. Atmos Chem Phys 11:11361–11386. doi:10.5194/acp-11-11361-2011
Kemball-Cook S, Parrish D, Ryerson T, Nopmongcol U, Johnson J, Tai E, Yarwood G (2009) Contributions of regional transport and local sources to ozone exceedances in Houston and Dallas: comparison of results from a photochemical grid model to aircraft and surface measurements. J Geophys Res, 114. doi:10.1029/2008JD010248
Kleinman LI, Daum, PH, Imre D, Lee Y-N, Nunnermacker LJ, Springston, SR, Weinstein-Lloyd J, Rudolph, J (2002) Ozone production rate and hydrocarbon reactivity in 5 urban areas: a cause of high ozone concentrations in Houston. Geophys Res Lett 29, doi.10.1029/2001GL014569.
Kolb CE, Bond T, Carmichael GR et al (2010) Global sources of local pollution: an assessment of long-range transport of key air pollutants to and from the United States, Committee on the Significance of International Transport of Air Pollutants. Board on Atmospheric Sciences and Climate. Division on Earth and Life Studies. National Research Council of the National Academies. The National Academies Press, Washington, DC
Krupa SV, Manning WJ (1988) Atmospheric ozone: formation and effects on vegetation. Environ Pollut 50:101–137
Levelt PF et al (2006) The ozone monitoring instrument. IEEE Trans Geophys Remote Sens 44:1093–1101
Lin J et al (2014) China’s international trade and air pollution in the United States. PNAS 115:1736–1741
Logan JA, Prather MJ, Wofsy SC, McElroy MB (1981) Tropospheric chemistry: a global perspective. J Geophys Res 86:7210–7254
Mauzerall DL, Xiaoping W (2001) Protecting agricultural crops from the effect of tropospheric ozone exposure: reconciling science and standard setting in the United States, Europe, and Asia. Annu Rev Energy Environ 26:237–268. doi:10.1146/annurev.energy.26.1.237
McConnell R, Berhane K, Gilliand F, London SJ, Islam T, Gauderman WJ, Avol E, Margolis HG, Peters JM (2002) Asthma in exercising children exposed to ozone: a cohort study. Lancet 359:386–391
McMillan WW, et al. (2008b) AIRS views of transport from 12 to 22 July 2004 Alaskan/Canadian fires: correlation of AIRS CO and MODIS AOD with forward trajectories and comparison of AIRS CO retrievals with DC-8 in situ measurements during INTEX-A/ICARTT. J Geophys Res 113. doi:10.1029/2007JD009711
McMillan WW et al (2010) An observational and modeling strategy to investigate the impact of remote sources on local air quality: a Houston, Texas, case study from the Second Texas Air Quality Study (TexAQS II). J Geophys Res 115. doi:10.1029/2009JD011973
Morris GA et al (2006) Alaskan and Canadian forest fires exacerbate ozone pollution over Houston, Texas, on 19 and 20 July 2004. J Geophys Res 111. doi:10.1029/2006JD007090
Morris GA, Ford B, Rappengluck B, Thompson AM, Mefferde A, Ngan F, Lefer B (2010) An evaluation of the interaction of morning residual layer and afternoon mixed layer ozone in Houston using ozonesonde data. Atmos Environ 44:4024–4034
Murphy JJ, Delucchi MA, McCubbin DR, Kim HJ (1999) The cost of crop damage caused by ozone air pollution from motor vehicles. J Environ Manag 55:273–289
Nassar R, et al. (2008) Validation of Tropospheric Emission Spectrometer (TES) nadir ozone profiles using ozonesonde measurements. J Geophys Res-Atmos 113. doi:10.1029/2007JD008819
Novelli PC, Masarie KA, Lang PM, Hall BA, Myers RC (2003) Reanalysis of tropospheric CO trends: effects of the 1997–1998 wildfires. J Geophys Res 108:4464. doi:10.1029/2002JD003031
Olivier, GJ, Janssens-Maenhout G, Peters AHW (2013) Trends in global CO2 emissions
Osterman G, Bowman K, Eldering A et al (2009) Tropospheric Emission Spectrometer TES L3 and L4 data user’s guide, version 4.00. Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA
Pierce RB, Al-Saadi J, Kittaka C, Schaack T, Lenzen A, Bowman K, Szykman J, Soja A, Ryerson T, Thompson AM, Bhartia P, Morris GA (2009) Impacts of background ozone production on Houston and Dallas, Texas, air quality during the Second Texas Air Quality Study field mission. J Geophys Res 114, D00F09. doi:10.1029/2008JD011337
Rappengluck B, Perna R, Zhong S, Morris GA (2008), An analysis of the vertical structure of the atmosphere and the upper-level meteorology and their impact on surface ozone levels in Houston, Texas. J Geophys Res 113. doi:10.1029/2007JD009745
Richards N, Osterman GB, Browell EV, Hair J, Avery MA, Li AB (2008) Validation of Tropospheric Emission Spectrometer (TES) ozone profiles with aircraft observations during INTEX-B. J Geophys Res 113. doi:10.1029/2007JD00815
Stohl A, Forster C, Huntrieser H, McMillan W, Petzold A, Schlager H, Weinzierl B (2007a) Aircraft measurements over Europe of an air pollution plume from Southeast Asia aerosol and chemical characterization. Atmos Chem Phys 7:913–937
Stohl A et al (2007b) Arctic smoke record air pollution levels in the European Arctic during a period of abnormal warmth, due to agricultural fires in Eastern Europe. Atmos Chem Phys 7:511–534
Thompson A, et al. (2007) Intercontinental Chemical Transport Experiment Ozonesonde Network Study (IONS) 2004: 2. Tropospheric ozone budgets and variability over northeastern North America. J Geophys Res 112. doi:10.1029/2006JD007670
Thompson A, Yorks JE, Miller SK, Witte JC, Dougherty KM, Morris GA, Baumgardner D, Ladino L, Rappengluck B (2008) Free tropospheric ozone sources and wave activity over Mexico City and Houston during MILAGRO/Intercontinental Transport Experiment (INTEX-B) Ozonesonde Network Study 2006 (IONS-06). Atmos Chem Phys 8:5113–5125
Tubiello FN, Soussana J-F, Howden SM (2007) Crop and pasture response to climate change. PNAS 104. doi:10.1073/pnas.0701728104
Worden HM, et al (2007) Comparisons of Tropospheric Emission Spectrometer (TES) ozone profiles to ozonesondes: methods and initial results. J Geophys Res 112. doi:10.1029/2006JD007258
Wotawa G, Trainer M (2000) The influence of Canadian forest fires on pollutant concentrations in the U.S. Science 288:324–328
Yurganov LN, McMillan WW, Dzhola A, Grechko E, Jones N, Werf GVD(2008) Global AIRS and MOPITT CO measurements, validation, comparison, and links to biomass burning variations and Carbon Cycle. J Geophys Res 113. doi:10.1029/2007JD009229
Zhang L et al (2008) Transpacific transport of ozone pollution and the effect of recent Asian emission increases on air quality in North America: an integrated analysis using satellite, aircraft, ozonesonde, and surface observations. Atmos Chem Phys Discuss 8:8143–8191
Acknowledgments
We are thankful for the support, which funded the investigation described herein, via Con-Edison (Grant # 1054322).
Conflict of interest
None (or N/A).
STEM impact
(i) Delisha Bella was an NSF-Louis Stokes Alliances for Minority Participation (LSAMP) research mentee with me during her junior and senior year at Medgar Evers College of the City University of New York (MEC-CUNY); she completed two research internships while at MEC-CUNY: one at University of Maine and another at the Medgar Evers College Environmental Analysis Center; she received a B.S. in Environmental Science (and a Chemistry Minor) and is now a Ph.D. candidate at University at Albany’s School of Public Health. (ii) Jessica Khaimova is an undergraduate Geology and Planetary Science B.S. major at Brooklyn College-CUNY. Jessica completed two summer internship: one during summer 2013 as a CUNY Summer Research Fellow and another as an NSF-REU research mentee at Pennsylvania State University’s Meteorology Department and continues do research with my numerical and planetary modeling. (iii) Johnathan Culpepper received his B.S. in Environmental Science from MEC-CUNY and is currently a Ph.D. candidate at University of Iowa’s Civil and Environmental Engineering Department. (iv) Zayna King is a Biology major at MEC-CUNY and is scheduled to complete an NSF-REU research internship at Michigan State University’s Chemistry Department. (v) Shamika Gentle was a high school researcher with me within ACS’s Project Summer Research Internship Program for Economically Disadvantaged (SEED) High School Students. Shamika Gentle is currently a Freshman Chemistry major at SUNY at Albany, NY. (vi). Nabib Ahmed/Adam Belkalai (Brooklyn Technical High School), Isabella Arroyo/Maxine Lahmouh/Oren Jenkins (Khalil Gibran International High School), Samori Emmanuel (Valley Stream South High School), and Julien Andrews (Medgar Evers Preparatory High School) are rising juniors and seniors whom participated in research for the first time. (vii) Jan Gruszczynski is a freshman in high school in Lublin, Poland; all parties continue to participate in STEM-related research projects encompassing earth and planetary science.
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Bella, D., Culpepper, J., Khaimova, J. et al. Characterization of pollution transport into Texas using OMI and TES satellite, GIS and in situ data, and HYSPLIT back trajectory analyses: implications for TCEQ State Implementation Plans. Air Qual Atmos Health 9, 569–588 (2016). https://doi.org/10.1007/s11869-015-0363-2
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DOI: https://doi.org/10.1007/s11869-015-0363-2