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Volumn 98, Issue , 2014, Pages 98-104

Prediction of ozone concentration in tropospheric levels using artificial neural networks and support vector machine at Rio de Janeiro, Brazil

Author keywords

Air pollution; Artificial neural networks; Ozone; Support vector machine; Troposphere

Indexed keywords

AIR POLLUTION; AIR QUALITY; CARBON MONOXIDE; DATA HANDLING; FORECASTING; MEAN SQUARE ERROR; NEURAL NETWORKS; NITROGEN OXIDES; OZONE; POLLUTION; REGRESSION ANALYSIS; STATISTICAL MECHANICS; SUN; TROPOSPHERE; COMPLEX NETWORKS; DATA FLOW ANALYSIS; NITROGEN; QUALITY CONTROL; WIND;

EID: 84906761463     PISSN: 13522310     EISSN: 18732844     Source Type: Journal    
DOI: 10.1016/j.atmosenv.2014.08.060     Document Type: Article
Times cited : (83)

References (20)
  • 1
    • 0036224943 scopus 로고    scopus 로고
    • Assessment and prediction of tropospheric ozone concentration levels using artificial neural networks
    • Abdul-Wahab S.A., Al-Alawi S.M. Assessment and prediction of tropospheric ozone concentration levels using artificial neural networks. Environ. Model. Softw. 2002, 17:219-228.
    • (2002) Environ. Model. Softw. , vol.17 , pp. 219-228
    • Abdul-Wahab, S.A.1    Al-Alawi, S.M.2
  • 2
    • 16244417840 scopus 로고    scopus 로고
    • Principal component and multiple regression analysis in modelling of ground-level ozone and factors affecting its concentrations
    • Abdul-Wahab S.A., Bakheit C.S., Al-Alawi S.M. Principal component and multiple regression analysis in modelling of ground-level ozone and factors affecting its concentrations. Environ. Modell. Softw. 2005, 20:1263-1271.
    • (2005) Environ. Modell. Softw. , vol.20 , pp. 1263-1271
    • Abdul-Wahab, S.A.1    Bakheit, C.S.2    Al-Alawi, S.M.3
  • 3
    • 36348959748 scopus 로고    scopus 로고
    • Behavior, distribution and variability of surface ozone at an arid region in the south of Iberian Peninsula (Seville, Spain)
    • Adame J.A., Lozano A., Bolívar J.P., de la Morena B.A., Contreras J., Godoy F. Behavior, distribution and variability of surface ozone at an arid region in the south of Iberian Peninsula (Seville, Spain). Chemosphere 2008, 70:841-849.
    • (2008) Chemosphere , vol.70 , pp. 841-849
    • Adame, J.A.1    Lozano, A.2    Bolívar, J.P.3    de la Morena, B.A.4    Contreras, J.5    Godoy, F.6
  • 4
    • 0034183088 scopus 로고    scopus 로고
    • Spatial and temporal variability of ground-level ozone in Castilla-León (Spain)
    • Álvarez E., de Pablo F., Tomás C., Rivas L. Spatial and temporal variability of ground-level ozone in Castilla-León (Spain). Int. J. Biometeorol. 2000, 44:44-51.
    • (2000) Int. J. Biometeorol. , vol.44 , pp. 44-51
    • Álvarez, E.1    de Pablo, F.2    Tomás, C.3    Rivas, L.4
  • 5
    • 0042061161 scopus 로고    scopus 로고
    • Comparative assessment of neural networks and regression models for forecasting summertime ozone in Athens
    • Chaloulakou A., Saisana M., Spyrellis N. Comparative assessment of neural networks and regression models for forecasting summertime ozone in Athens. Sci. Total Environ. 2003, 313:1-13.
    • (2003) Sci. Total Environ. , vol.313 , pp. 1-13
    • Chaloulakou, A.1    Saisana, M.2    Spyrellis, N.3
  • 6
    • 85067773169 scopus 로고    scopus 로고
    • Eigenvector Documentation: SVM Support Vector Machine for Regression, see .
    • Eigenvector Documentation: SVM Support Vector Machine for Regression, see . http://wiki.eigenvector.com/index.php?title=SVM_Function_Settings.
  • 8
    • 80052536417 scopus 로고    scopus 로고
    • Aplicações de redes neurais e previsões de disponibilidade de recursos energéticos solares
    • Fiorin D.V., Martins F.R., Schuch N.J., Pereira E.B. Aplicações de redes neurais e previsões de disponibilidade de recursos energéticos solares. Rev. Bras. Ens. Fis. 2011, 33:1309-1320.
    • (2011) Rev. Bras. Ens. Fis. , vol.33 , pp. 1309-1320
    • Fiorin, D.V.1    Martins, F.R.2    Schuch, N.J.3    Pereira, E.B.4
  • 9
    • 0032146239 scopus 로고    scopus 로고
    • Artificial neural networks (the multilayer perceptron) - a review of applications in the atmospheric sciences
    • Gardner M.W., Dorling S.R. Artificial neural networks (the multilayer perceptron) - a review of applications in the atmospheric sciences. Atmos. Environ. 1998, 32:2627-2636.
    • (1998) Atmos. Environ. , vol.32 , pp. 2627-2636
    • Gardner, M.W.1    Dorling, S.R.2
  • 10
    • 0034173776 scopus 로고    scopus 로고
    • Tropospheric ozone trends
    • Guicherit R., Roemer M. Tropospheric ozone trends. Chemosphere 2000, 2:167-183. http://www.users.abo.fi/khaggblo/MMDA/MMDA6.pdf.
    • (2000) Chemosphere , vol.2 , pp. 167-183
    • Guicherit, R.1    Roemer, M.2
  • 12
    • 5544251157 scopus 로고    scopus 로고
    • Prediction of ozone concentration in ambient air using multivariate methods
    • Lengyel A., Héberger K., Paksy L., Bánhidi O., Rajkó R. Prediction of ozone concentration in ambient air using multivariate methods. Chemosphere 2004, 57:889-896.
    • (2004) Chemosphere , vol.57 , pp. 889-896
    • Lengyel, A.1    Héberger, K.2    Paksy, L.3    Bánhidi, O.4    Rajkó, R.5
  • 13
    • 15544389367 scopus 로고    scopus 로고
    • Potential assessment of the "support vector machine" method in forecasting ambient air pollutant trends
    • Lu W., Wang W. Potential assessment of the "support vector machine" method in forecasting ambient air pollutant trends. Chemosphere 2005, 59:693-701.
    • (2005) Chemosphere , vol.59 , pp. 693-701
    • Lu, W.1    Wang, W.2
  • 18
    • 38849202538 scopus 로고    scopus 로고
    • Online prediction model based on support vector machine
    • Wang W., Men C., Lu W. Online prediction model based on support vector machine. Neurocomputing 2008, 71:550-558.
    • (2008) Neurocomputing , vol.71 , pp. 550-558
    • Wang, W.1    Men, C.2    Lu, W.3
  • 19
    • 84863393588 scopus 로고    scopus 로고
    • Have primary emission reduction measures reduced ozone across Europe? An analysis of European rural background ozone trends 1996-2005
    • Wilson R.C., Fleming Z.L., Monks P.S., Clain G., Henne S., Konovalov I.B., Szopa S., Menut L. Have primary emission reduction measures reduced ozone across Europe? An analysis of European rural background ozone trends 1996-2005. Atmos. Chem. Phys. 2012, 12:437-454.
    • (2012) Atmos. Chem. Phys. , vol.12 , pp. 437-454
    • Wilson, R.C.1    Fleming, Z.L.2    Monks, P.S.3    Clain, G.4    Henne, S.5    Konovalov, I.B.6    Szopa, S.7    Menut, L.8
  • 20
    • 0000095552 scopus 로고
    • Aheteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity
    • White H. Aheteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity. Econometrica 1980, 48(4):817-838.
    • (1980) Econometrica , vol.48 , Issue.4 , pp. 817-838
    • White, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.