Development of a Short-Term Ozone Prediction Tool in Campo Grande-MS-Brazil Area Based on Meteorological Variables
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http://www.scirp.org/journal/PaperInformation.aspx?PaperID=47092#.VGGcHWfHRK0
Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, Brazil.
The objective of this study was to develop a
model to predict the concentration of ozone. The measurements of ozone were
conducted at the Federal University of Mato Grosso do Sul. The predictor
variables related to climate were supplied by Embrapa Gada de Corte. Analyses
of the data show a strong correlation between ozone and wind speed (0.75),
humidity (?0.64) and temperature (0.41), as the factors that affect levels of
concentration ozone. The observed and predicted values of daily ozone had a
correlation coefficient (R) of 0.69.
KEYWORDS
Cite this paper
Souza, A. , Aristones, F. , Pavão, H. and
Fernandes, W. (2014) Development of a Short-Term Ozone Prediction Tool
in Campo Grande-MS-Brazil Area Based on Meteorological Variables. Open Journal of Air Pollution, 3, 42-51. doi: 10.4236/ojap.2014.32005.
[1] | Gutjahr, M.R. (2002) A Poluicao do ar em Paulínia—SP: Uma análise histórico-geográfica do clima. Tese (Doutorado em Geografia Física). Pós-graduacao em Geografia Física, Universidade de Sao Paulo—Sao Paulo-SP, 239 p. |
[2] | Leite, N.O. (2005) Modelagem estatística da relacao entre poluicao atmosférica e mortalidade por doencas respiratórias. Dissertacao (Mestrado em Estatística e Experimentacao Agropecuária)—Universidade Federal de Lavras, Lavras, MG, 64 p. |
[3] | Martins, L.C. (2002) Poluicao atmosférica e atendimentos por pneumonia e gripe em Sao Paulo, Brasil, Revista Saúde Pública, 36, 88-94. http://dx.doi.org/10.1590/S0034-89102002000100014 |
[4] |
Peiter, P. and Tobar, C. (1998)
Poluicao do ar e condicoes de vida: Uma análise geográfica de riscos à
saúde em Volta Redonda, Rio de Janeiro, Brasil. Cadernos de Saúde
Pública, 14, 473-485. http://dx.doi.org/10.1590/S0102-311X1998000300003 |
[5] | Schwartz, J. and Dockery, D.W. (1992) Particulate Air Pollution and Daily Mortality in Steubenville, Ohio. American Journal of Epidemiology, 135, 12-19. |
[6] | Schwartz, J. (1999) Air Pollution and Daily Mortality in Birmingham, Alabama. American Journal of Epidemiology, 137, 1136-1147. |
[7] |
Gouveia, N. and Fletcher, T.
(2000) Time Series Analysis of air Pollution and Mortality: Effects by
Cause, Age and Socioeconomic Status. Epidemiology Community Health, 54,
750-755. http://dx.doi.org/10.1136/jech.54.10.750 |
[8] | Lima, L.P. (2001) Modelos aditivos generalizado: Aplicacao a um estudo epidemiológico ambiental. Dissertacao (Mestrado em Estatística)—Universidade de Sao Paulo, Sao Paulo, SP. |
[9] |
Fokianos, K. and Kedem, B.
(2004) Partial Likelihood Inference for Time Series Following
Generalized Linear Models, Jounal of Time Series Analysis, 25, 173-197. http://dx.doi.org/10.1046/j.0143-9782.2003.00344.x |
[10] | Morettin, P.A. and Toloi, C.M.C. (2004) Análise de séries temporais. Edagrd Blucher, Sao Paulo, 535 p. |
[11] | Lima, E.A.P., Guimaraes, E.C., Pozza, S.A., Barrozo, M.A.S. and Coury, J.R. (2009) A Study of Atmospheric Particulate Matter in a City of the Central Region of Brazil Using Time-Series Analysis. International Journal of Environmental Engineering, 1, 80-94. http://dx.doi.org/10.1504/IJEE.2009.026444 |
[12] | Cooper, C.D. and Alley, F.C. (2002) Air Pollution Control: A Design Approach. Waveland Press, Long Grove, 738 p. |
[13] |
Theodore, L. (2008) Air
Pollution Control Equipment Calculations. John Wiley & Sons Inc.,
Hoboken, 574 p. http://dx.doi.org/10.1002/9780470255773 |
[14] |
Schifftner, K.C. (2002) Air
Pollution Control Equipment Selection Guide. Lewis Publishers, Boca
Raton, 228 p. http://dx.doi.org/10.1201/9781420031737 |
[15] | Wark, K., Warner, C.F. and Davis, W.T. (1998) Air Pollution: Its Origin and Control. 3rd Edition, Addison Wesley Longman Inc., Menlo Park, 573 p. |
[16] | Cole, S. (1996) Lung Damage Linked to Combined Fine-Particle, Ozone Exposure in New Toxicology Study. Environmental Science and Technology, 30, 382A. http://dx.doi.org/10.1021/es962389p |
[17] | Heinsohn, R.J. and Kabel, R.L. (1999) Sources and Control of Air Pollution. Prentice Hall, New Jersey, 696. |
[18] | Krupa, S.V., Tonneijck, A.E.G. and Manning, W.J. (1998) Recognition of Air Pollution Injury to Vegetation: A Pictorial Atlas, Air and Waste Management Association, Pittsburgh, Pennsylvania, 2.1-2.28. |
[19] | Souza, A., Pavao, H.G., Lastoria, G., Gabas, S.G., Paranhos Filho, A.C. and Cavazzana, G.H. (2009) Distribuicao espacial da relacao precipitacao/número de dias de chuvas em Campo Grande-MS. Seminário de recursos hídricos da bacia hidrográfica do Paraíba do Sul, Taubaté. |
[20] |
Nali, C., Ferretti, M.,
Pellegrini, M. and Lorenzini, G. (2001) Monitoring and Biomonitoring of
Surface Ozone in Florence, Italy. Environmental Monitoring and
Assessment, 69, 159-174. http://dx.doi.org/10.1023/A:1010749722546 |
[21] |
Lu, H.C. (2003) Comparisons of
Statistical Characteristic of Air Pollutants in Taiwan by Frequency
Distribution. Journal of the Air and Waste Management Association, 53,
608-616. http://dx.doi.org/10.1080/10473289.2003.10466194 |
[22] | Lelieveld, J. and Crutzen, P.J. (1990) Influences of Cloud Photochemical Processes on Tropospheric Ozone. Nature, 343, 227-233. http://dx.doi.org/10.1038/343227a0 |
[23] | Di Carlo, P., Pitari, G., Mancini, E., Gentile, S., Pichelli, E. and Visconti, G. (2007) Evolution of Surface Ozone in Central Italy Based on Observations and Statistical Model. Journal of Geophysical Research: Atmospheres, 112, Article Number: D10316. http://dx.doi.org/10.1029/2006JD007900 |
[24] |
Hubbard, M.C. and Cobourn, W.G.
(1998) Development of a Regression Model to Forecast Ground-Level Ozone
Concentration in Louisville, KY. Atmospheric Environment, 32, 2637-2647.
http://dx.doi.org/10.1016/S1352-2310(97)00444-5 |
[25] | De Lima, M.C. (1966) Manutencao da circulacao atmosférica sobre a América do Sul. Tese de Doutorado em Meteorologia-INPE, 222 p. |
[26] | Fisch, G., Marengo, A.J. and Nobre, C.A. (1998) Clima na Amazonia. ACTA Amazonica, 28, 101-126. |
[27] | Fearnside, M.P. (2004) A água de Sao Paulo e a floresta amazonica. Ciência Hoje, Volume de abril de, 63-65. |
[28] | Aires, C.B. (2001) Avaliacao de contaminantes produzidos em locais de queimadas e transportados para regioes onde nao se queima. Tese de Doutorado em Geofísica Espacial-INPE, 117 p. |
[29] |
Robeson, S.M. and Steyn, D.G.
(1990) Evaluation and Comparison of Statistical Forecast Models for
Daily Maximum Ozone Concentrations. Atmospheric Environment Part B-Urban
Atmosphere, 24, 303-312. http://dx.doi.org/10.1016/0957-1272(90)90036-T |
[30] | Ziomas, I.C., Melas, D., Zerefos, C.S., Bais, A.F. and Paliatsos, A. (1995) On the Relationship between Peak Ozone Levels and Meteorological Variables. Fresenius Environmental Bulletin, 4, 53-58. |
[31] |
Kovac-Andric, E., Brana, J. and
Gvozdic, V. (2009) Impact of Meteorological Factors on Ozone
Concentrations Modelled by Time Series Analysis and Multivariate
Statistical Methods. Ecological Informatics, 4, 117-122. http://dx.doi.org/10.1016/j.ecoinf.2009.01.002 |
[32] |
Chaloulakou, A., Assimacopoulos,
D. and Lekkas, T. (1999) Forecasting Daily Maximum Ozone Concentrations
in the Athens Basin. Environmental Monitoring and Assessment, 56,
97-112. http://dx.doi.org/10.1023/A:1005943201063 |
[33] | Papanastasiou, D.K. and Melas, D. (2008) Daily Ozone Forecasting in an Urban Area, Using Meteorological and Pollution Data. Fresenius Environmental Bulletin, 17, 364-370. |
[34] | Sousa, S.I.V., Martins, F.G., Alvim-Ferraz, M.C.M. and Pereira, M.C. (2007) Multiple Linear Regression and Artificial Neural Networks Based on Principal Components to Predict Ozone Concentrations. Environmental Modelling and Software, 22, 97-103. http://dx.doi.org/10.1016/j.envsoft.2005.12.002 |
[35] |
Barrero, M.A., Grimalt, J.O. and
Canton, L. (2006) Prediction of Daily Ozone Concentration Maxima in the
Urban Atmosphere. Chemometrics and Intelligent Laboratory Systems, 80,
67-76. http://dx.doi.org/10.1016/j.chemolab.2005.07.003 |
[36] | Tecer, L.H., Erturk, F. and Cerit, O. (2003) Development of a Regression Model to Forecast Ozone Concentration in Istanbul City, Turkey. Fresenius Environmental Bulletin, 12, 1133-1143. eww141111lx |
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