A Statistical Framework to Identify the Influence of Large-Scale Weather Events on Regional Air Pollution

Angadh Singh University of California, Davis, Davis, California

Search for other papers by Angadh Singh in
Current site
Google Scholar
PubMed
Close
and
Ahmet Palazoglu University of California, Davis, Davis, California

Search for other papers by Ahmet Palazoglu in
Current site
Google Scholar
PubMed
Close
Restricted access

Abstract

Regional air pollution episodes occur as a result of increased emissions and prevalence of conducive meteorological conditions. The frequency of occurrence of such favorable conditions on a regional scale may be influenced by large-scale climatic events like ENSO and the Pacific decadal oscillation (PDO). The scarcity of measurements of criteria pollutants, especially ozone and particulate matter (PM), prior to the last 10–15-yr period, limits the scope of observing the influence of climate variability during recent decades on regional pollution levels. The authors propose a novel statistical framework to utilize available measurements and characterize synoptic influences on regional PM pollution in California’s Central Valley during 1998–2008. The identified target conditions are used to develop a classification scheme to scan historical climate datasets dating back to 1948. The procedure identifies exceedance-conducive days during 1950–98, when no PM2.5 measurements were available. Temporal patterns in seasonal frequency of these identified exceedance-conducive days are investigated for temporal patterns driven by ENSO and PDO.

Corresponding author address: Ahmet Palazoglu, University of California, Davis, One Shields Avenue, Davis, CA 95616. E-mail: anpalazoglu@ucdavis.edu

Abstract

Regional air pollution episodes occur as a result of increased emissions and prevalence of conducive meteorological conditions. The frequency of occurrence of such favorable conditions on a regional scale may be influenced by large-scale climatic events like ENSO and the Pacific decadal oscillation (PDO). The scarcity of measurements of criteria pollutants, especially ozone and particulate matter (PM), prior to the last 10–15-yr period, limits the scope of observing the influence of climate variability during recent decades on regional pollution levels. The authors propose a novel statistical framework to utilize available measurements and characterize synoptic influences on regional PM pollution in California’s Central Valley during 1998–2008. The identified target conditions are used to develop a classification scheme to scan historical climate datasets dating back to 1948. The procedure identifies exceedance-conducive days during 1950–98, when no PM2.5 measurements were available. Temporal patterns in seasonal frequency of these identified exceedance-conducive days are investigated for temporal patterns driven by ENSO and PDO.

Corresponding author address: Ahmet Palazoglu, University of California, Davis, One Shields Avenue, Davis, CA 95616. E-mail: anpalazoglu@ucdavis.edu
Save
  • Addison, P., 2002: The Illustrated Wavelet Transform Handbook: Introductory Theory and Applications in Science, Engineering, Medicine and Finance. Taylor and Francis, 400 pp.

    • Search Google Scholar
    • Export Citation
  • Ashok, K., and T. Yamagata, 2009: Climate change: The El Niño with a difference. Nature, 461, 481484.

  • Beaver, S., and A. Palazoglu, 2006: Cluster analysis of hourly wind measurements to reveal synoptic regimes affecting air quality. J. Appl. Meteor. Climatol., 45, 17101726.

    • Search Google Scholar
    • Export Citation
  • Beaver, S., A. Palazoglu, A. Singh, S. Soong, and S. Tanrikulu, 2010: Identification of weather patterns impacting 24-h average fine particulate matter pollution. Atmos. Environ., 44, 17611771.

    • Search Google Scholar
    • Export Citation
  • Briggs, W., and R. Levine, 1997: Wavelet and field forecast verification. Mon. Wea. Rev., 125, 13291341.

  • Brown, D., and A. Comrie, 2004: A winter precipitation ‘dipole’ in the western United States associated with multidecadal ENSO variability. Geophys. Res. Lett., 31, L09203, doi:10.1029/2003GL018726.

    • Search Google Scholar
    • Export Citation
  • Casati, B., G. Ross, and D. Stephenson, 2004: A new intensity-scale approach for the verification of spatial precipitation forecasts. Meteor. Appl., 11, 141154.

    • Search Google Scholar
    • Export Citation
  • Cayan, D., M. Dettinger, H. Diaz, and N. Graham, 1998: Decadal variability of precipitation over western North America. J. Climate, 11, 31483166.

    • Search Google Scholar
    • Export Citation
  • Cayan, D., K. Redmond, and L. Riddle, 1999: ENSO and hydrologic extremes in the western United States. J. Climate, 12, 28812893.

  • Dettinger, M., D. Cayan, H. Diaz, and D. M. Meko, 1998: North–south precipitation patterns in western North America on interannual-to-decadal timescales. J. Climate, 11, 30953111.

    • Search Google Scholar
    • Export Citation
  • Gershunov, A., and T. Barnett, 1998a: ENSO influence on intraseasonal extreme rainfall and temperature frequencies in the contiguous United States: Observations and model results. J. Climate, 11, 15751586.

    • Search Google Scholar
    • Export Citation
  • Gershunov, A., and T. Barnett, 1998b: Interdecadal modulation of ENSO teleconnections. Bull. Amer. Meteor. Soc., 79, 27152725.

  • Gershunov, A., and D. Cayan, 2003: Heavy daily precipitation frequency over the contiguous United States: Sources of climatic variability and seasonal predictability. J. Climate, 16, 27522765.

    • Search Google Scholar
    • Export Citation
  • Grotjahn, R., and G. Faure, 2008: Composite predictor maps of extraordinary weather events in the Sacramento, California, region. Wea. Forecasting, 23, 313335.

    • Search Google Scholar
    • Export Citation
  • Hannachi, A., I. Jolliffe, and D. Stephenson, 2007: Empirical orthogonal functions and related techniques in atmospheric science: A review. Int. J. Climatol., 27, 11191152.

    • Search Google Scholar
    • Export Citation
  • Higgins, R. W., V. B. S. Silva, W. Shi, and J. Larson, 2007: Relationships between climate variability and fluctuations in daily precipitation over the United States. J. Climate, 20, 35613579.

    • Search Google Scholar
    • Export Citation
  • Jacob, D., and D. Winner, 2009: Effect of climate change on air quality. Atmos. Environ., 43, 5163.

  • Johnson, R. A., and D. W. Wichern, 2002: Applied Multivariate Statistical Analysis. 5th ed. Prentice Hall, 767 pp.

  • Kleeman, M., Q. Ying, and A. Kaduwela, 2005: Control strategies for the reduction of airborne particulate nitrate in California’s San Joaquin valley. Atmos. Environ., 39, 53255341.

    • Search Google Scholar
    • Export Citation
  • Larkin, N. K., and D. E. Harrison, 2005: On the definition of El Niño and associated seasonal average U.S. weather anomalies. Geophys. Res. Lett., 32, L13705, doi:10.1029/2005GL022738.

    • Search Google Scholar
    • Export Citation
  • Leibensperger, E., L. Mickley, and D. Jacob, 2008: Sensitivity of US air quality to mid-latitude cyclone frequency and implications of 1980–2006 climate change. Atmos. Chem. Phys., 8, 70757086.

    • Search Google Scholar
    • Export Citation
  • Leung, L., and W. Gustafson Jr., 2005: Potential regional climate change and implications to U.S. air quality. Geophys. Res. Lett., 32, L16711, doi:10.1029/2005GL022911.

    • Search Google Scholar
    • Export Citation
  • Livina, V., N. Edwards, S. Goswami, and T. Lenton, 2008: A wavelet-coefficient score for comparison of two-dimensional climatic-data fields. Quart. J. Roy. Meteor. Soc., 134, 941955.

    • Search Google Scholar
    • Export Citation
  • Mahmud, A., M. Hixson, J. Hu, Z. Zhao, S. Chen, and M. Kleeman, 2010: Climate impact on airborne particulate matter concentrations in California using seven year analysis periods. Atmos. Chem. Phys., 10, 11 09711 114.

    • Search Google Scholar
    • Export Citation
  • Mantua, N., and S. Hare, 2002: The Pacific decadal oscillation. J. Oceanogr., 58, 3544.

  • Mantua, N., S. Hare, Y. Zhang, J. Wallace, and R. Francis, 1997: A Pacific interdecadal climate oscillation with impacts on salmon production. Bull. Amer. Meteor. Soc., 78, 20332039.

    • Search Google Scholar
    • Export Citation
  • Mickley, L., D. Jacob, B. Field, and D. Rind, 2004: Effects of future climate change on regional air pollution episodes in the United States. Geophys. Res. Lett., 31, L24103, doi:10.1029/2004GL021216.

    • Search Google Scholar
    • Export Citation
  • Mitchell, T., and W. Blier, 1997: The variability of wintertime precipitation in the region of California. J. Climate, 10, 22612276.

  • Navarra, A., and V. Simoncini, 2010: A Guide to Empirical Orthogonal Functions for Climate Data Analysis. 1st ed. Springer, 200 pp.

  • North, G., and Q. Wu, 2001: Detecting climate signals using space–time EOFs. J. Climate, 14, 18391863.

  • Patz, J., D. Campbell-Lendrum, T. Holloway, and J. Foley, 2005: Impact of regional climate change on human health. Nature, 438, 310317.

    • Search Google Scholar
    • Export Citation
  • Peters, H., R. Allison, K. Lloyd, D. McKillop, L. Miller, W. Slater, and H. Stoddard, 1976: The California drought—1976. Tech. Rep., Department of Water Resources, California, 18 pp.

    • Search Google Scholar
    • Export Citation
  • Pope, C. A., III, and D. W. Dockery, 2006: Health effects of fine particulate air pollution: Lines that connect. J. Air Waste Manage. Assoc., 56, 709742.

    • Search Google Scholar
    • Export Citation
  • Praskievicz, S., and H. Chang, 2009: Winter precipitation intensity and ENSO/PDO variability in the Willamette Valley of Oregon. Int. J. Climatol., 29, 20332039.

    • Search Google Scholar
    • Export Citation
  • Racherla, P., and P. Adams, 2006: Sensitivity of global tropospheric ozone and fine particulate matter concentrations to climate change. J. Geophys. Res., 111, D24103, doi:10.1029/2005JD006939.

    • Search Google Scholar
    • Export Citation
  • Racherla, P., and P. Adams, 2008: The response of surface ozone to climate change over the eastern United States. Atmos. Chem. Phys., 8, 871885.

    • Search Google Scholar
    • Export Citation
  • Schonher, T., and S. Nicholson, 1989: The relationship between California rainfall and ENSO events. J. Climate, 2, 12581269.

  • Schubert, S., Y. Chang, M. Suarez, and P. Pegion, 2008: ENSO and wintertime extreme precipitation events over the contiguous United States. J. Climate, 21, 2239.

    • Search Google Scholar
    • Export Citation
  • Seaman, N., 2000: Meteorological modeling for air-quality assessments. Atmos. Environ., 34, 22312259.

  • Seinfeld, J. H., and S. N. Pandis, 1998: Atmospheric Chemistry and Physics: From Air Pollution to Climate Change. J. Wiley and Sons, 1326 pp.

    • Search Google Scholar
    • Export Citation
  • Sun, W., R. Mukherjee, P. Stroeve, A. Palazoglu, and J. Romagnoli, 2009: A multi-resolution approach for line-edge roughness detection. Microelectron. Eng., 86, 340351.

    • Search Google Scholar
    • Export Citation
  • Tagaris, E., K. Manomaiphiboon, K.-J. Liao, L. R. Leung, J.-H. Woo, S. He, P. Amar, and A. G. Russell, 2007: Impacts of global climate change and emissions on regional ozone and fine particulate matter concentrations over the United States. J. Geophys. Res., 112, D14312, doi:10.1029/2006JD008262.

    • Search Google Scholar
    • Export Citation
  • Tai, A., L. Mickley, and D. Jacob, 2010: Correlations between fine particulate matter (PM2.5) and meteorological variables in the United States: Implications for the sensitivity of PM2.5 to climate change. Atmos. Environ., 44, 39763984.

    • Search Google Scholar
    • Export Citation
  • Wang, N., and C. Lu, 2010: Two-dimensional continuous wavelet analysis and its application to meteorological data. J. Atmos. Oceanic Technol., 27, 652666.

    • Search Google Scholar
    • Export Citation
  • Watson, J. G., and J. C. Chow, 2002: A wintertime PM2.5 episode at the Fresno, CA, supersite. Atmos. Environ., 36, 465475.

  • Wise, E. K., 2010: Spatiotemporal variability of the precipitation dipole transition zone in the western United States. Geophys. Res. Lett., 37, L07706, doi:10.1029/2009GL042193.

    • Search Google Scholar
    • Export Citation
  • Wise, E. K., and A. C. Comrie, 2005: Meteorologically adjusted urban air quality trends in the southwestern United States. Atmos. Environ., 39, 29692980.

    • Search Google Scholar
    • Export Citation
  • Yeh, S. W., J. S. Kug, B. Dewitte, M. H. Kwon, B. P. Kurtman, and F. F. Jin, 2009: El Niño in a changing climate. Nature, 461, 511514.

    • Search Google Scholar
    • Export Citation
  • Zhang, X., J. Wang, F. Zwiers, and P. Groisman, 2010: The influence of large-scale climate variability on winter maximum daily precipitation over North America. J. Climate, 23, 29022915.

    • Search Google Scholar
    • Export Citation
All Time Past Year Past 30 Days
Abstract Views 0 0 0
Full Text Views 211 65 4
PDF Downloads 151 48 2