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Statistical Modeling of Ambient Air Pollutants in Delhi

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Abstract

State space model coupled with Kalman filter is used toforecast metal concentrations observed at Delhi. Three metalsviz. Lead, Iron, Zinc along with Respirable SuspendedParticulate Matter (RSPM) Concentration observed during 1993to 1995 are selected for the study. The data for year 1996is selected to test the forecasting ability of the model.Wind speed is used as an external input. Autoregressive modelwith external input is also used to compare the results. Itis found that the State space model is giving betterpredictions for lead, iron and RSPM concentration than theARX model while for zinc concentration, both the models aregiving good performance results.

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References

  • Bolzern, P., Fronza, G., Runca, E. and Uberhuber, C.: 1982, ‘Statistical analysis of winter sulfur dioxide concentration in Vienna’, Atmospheric Environment 16, 1899-1906.

    Google Scholar 

  • Beale M.: 1997, ‘MATLAB User's Guide (Version 5.1)’, The Math Works, Inc.

  • Box, G. E. P. and Jenkins, G. M.: 1970, Time series analysis, Forecasting and Control, Holden-Day, San Francisco, CA.

    Google Scholar 

  • Chock, D. P., Terrell, T. R. and Levitt, S. B.: 1975, ‘Time-series analysis of Riverside, California air quality data’, Atmospheric Environment 9, 978-989.

    Google Scholar 

  • Finzi, G. and Tebaldi, G.: 1982, ‘A mathematical model for air pollution forecasting and alarm in an urban area’, Atmospheric Environment 16, 2055-2059.

    Google Scholar 

  • Gajghate, D. G. and Hasan, M. Z.: 1995, ‘Status of aerosol with specific reference to toxic trace metals constituents in urban air environment’, J. of Chem. and Environ. Science 4, 67-74.

    Google Scholar 

  • Gajghate, D. G. and Hasan, M. Z.: 1996, ‘Approaches for management of air pollution and control strategy’, Proceeding of third international conference on Environmental Planning and Management, Nagpur, India, 169-175.

  • Gajghate, D. G. and Hasan, M. Z.: 1999, ‘Ambient lead levels in urban areas’, Bull. Environmental Contamination and Toxicology 62, 403-408.

    Google Scholar 

  • Harnandez, E., Martin, F., Valero, F.: 1992, ‘Statistical forecast models for daily air particulate iron and lead concentrations for Madrid, Spain’, Atmospheric Environment 26B(1), 107-116.

    Google Scholar 

  • Hopke, P. K., Lamb, R. E. and Natusch, D. F. S.: 1980, ‘Multielemental characterization of urban roadway dust’, Environ Sci. Technol. 14, 164-172.

    Google Scholar 

  • Katz, M.: 1977, Standard methods for air sampling and analysis, 2nd edition, APHA, Press Inc., spring field V.A.

    Google Scholar 

  • Lewis, Frank L.: 1987, Optimal Estimation–with an introduction to stochastic control theory, A Wiley Interscience Publication.

  • Negi, B. S., Sadasivan, S. and Mishra, U.C.: 1987, ‘Aerosol composition and sources in urban area in India’, Atmospheric Environment 21, 1259-1266.

    Google Scholar 

  • Pacyna, J. M.: 1989, ‘Control and fate of atmospheric trace metal’, B. Eds Kluwer Academic, Dordrech, Netherlands, 15.

    Google Scholar 

  • Parekh, P. P., Chauri, B., Siddiqi, Z. R. and Hussein, L.: 1987, ‘The use of chemical and statistical methods to identification of sources of selected elements in atmospheric environment’, Atmospheric Environment 21, 1267-1274.

    Google Scholar 

  • Schlink, U., Herbarth, O., and Tetzlaff, G.: 1997, ‘A component time-series model for SO2 data: Forecasting, Interpretation and Modification’, Atmospheric Environment 31, 1285-1295.

    Google Scholar 

  • Tanaka, S, Darzi, M, and Winchester, J. W.: 1988, ‘Short term effect of rainfall an elemental composition and size distribution of aerosols in north fluorides’, Atmospheric Environment 13, 1421-1426.

    Google Scholar 

  • TERI Report: 1997, ‘Environmental aspects of energy use in large Indian metropolitan cities’, Tata Energy Research Institute TERI, New Delhi.

Download references

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Chelani, A.B., Gajghate, D.G., Tamhane, S.M. et al. Statistical Modeling of Ambient Air Pollutants in Delhi. Water, Air, & Soil Pollution 132, 315–331 (2001). https://doi.org/10.1023/A:1013204120867

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  • DOI: https://doi.org/10.1023/A:1013204120867

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