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Volumn 488-489, Issue 1, 2014, Pages 197-207

Can artificial neural networks be used to predict the origin of ozone episodes?

Author keywords

Artificial neural network; Classification; Human health; Ozone; Stratosphere; Troposphere

Indexed keywords

AIR QUALITY; CLASSIFICATION (OF INFORMATION); NEURAL NETWORKS; TOOLS; TROPOSPHERE; UPPER ATMOSPHERE;

EID: 84900308360     PISSN: 00489697     EISSN: 18791026     Source Type: Journal    
DOI: 10.1016/j.scitotenv.2014.04.077     Document Type: Article
Times cited : (32)

References (66)
  • 1
    • 0042831339 scopus 로고    scopus 로고
    • Effect of air pollution on periurban agriculture: a case study
    • Agrawal M., Singh B., Rajput M., Marshall F., Bell J. Effect of air pollution on periurban agriculture: a case study. Envron Pollut 2003, 126(3):323-339.
    • (2003) Envron Pollut , vol.126 , Issue.3 , pp. 323-339
    • Agrawal, M.1    Singh, B.2    Rajput, M.3    Marshall, F.4    Bell, J.5
  • 2
    • 1642480969 scopus 로고    scopus 로고
    • An estimate of the stratospheric contribution to springtime tropospheric ozone maxima using TOPSE measurements and beryllium-7 simulations
    • Allen D.J., Dibb J.E., Ridley B., Pickering K.E., Talbot R.W. An estimate of the stratospheric contribution to springtime tropospheric ozone maxima using TOPSE measurements and beryllium-7 simulations. J Geophys Res 2003, 108(D4):8355.
    • (2003) J Geophys Res , vol.108 , Issue.D4 , pp. 8355
    • Allen, D.J.1    Dibb, J.E.2    Ridley, B.3    Pickering, K.E.4    Talbot, R.W.5
  • 3
    • 80052319406 scopus 로고    scopus 로고
    • Episodes of extremely high concentrations of tropospheric ozone in the urban environment in Bor - Serbia
    • Arsićet M., Nikolić D., Djordjević P., Mihajlović I., Živković Z. Episodes of extremely high concentrations of tropospheric ozone in the urban environment in Bor - Serbia. Atmos Environ 2011, 45(32):5716-5724.
    • (2011) Atmos Environ , vol.45 , Issue.32 , pp. 5716-5724
    • Arsićet, M.1    Nikolić, D.2    Djordjević, P.3    Mihajlović, I.4    Živković, Z.5
  • 6
    • 34848924913 scopus 로고    scopus 로고
    • The effects of meteorology on ozone in urban areas and their use in assessing ozone trends
    • Camalier L., Cox W., Dolwick P. The effects of meteorology on ozone in urban areas and their use in assessing ozone trends. Atmos Environ 2007, 41(33):7127-7137.
    • (2007) Atmos Environ , vol.41 , Issue.33 , pp. 7127-7137
    • Camalier, L.1    Cox, W.2    Dolwick, P.3
  • 8
    • 84870481744 scopus 로고    scopus 로고
    • 210Pb activity in surface aerosols measured over the Western Iberian Peninsula
    • 210Pb activity in surface aerosols measured over the Western Iberian Peninsula. Atmos Environ 2013, 67:193-202.
    • (2013) Atmos Environ , vol.67 , pp. 193-202
    • Carvalho, A.C.1    Reis, M.2    Silva, L.3    Madruga, M.J.4
  • 9
    • 34748882377 scopus 로고    scopus 로고
    • Artificial neural network with backpropagation learning to predict mean monthly total ozone in Arosa, Switzerland
    • Chattopadhyay S., Bandyopadhyay G. Artificial neural network with backpropagation learning to predict mean monthly total ozone in Arosa, Switzerland. Int J Remote Sens 2007, 28(20):4471-4482.
    • (2007) Int J Remote Sens , vol.28 , Issue.20 , pp. 4471-4482
    • Chattopadhyay, S.1    Bandyopadhyay, G.2
  • 10
    • 84866916636 scopus 로고    scopus 로고
    • Modeling and prediction of monthly total ozone concentrations by use of an artificial neural network based on principal component analysis
    • Chattopadhyay G., Chattopadhyay S. Modeling and prediction of monthly total ozone concentrations by use of an artificial neural network based on principal component analysis. Pure Appl Geophys 2012, 169:1891-1908.
    • (2012) Pure Appl Geophys , vol.169 , pp. 1891-1908
    • Chattopadhyay, G.1    Chattopadhyay, S.2
  • 11
    • 84862268288 scopus 로고    scopus 로고
    • Principal component analysis and neurocomputing-based models for total ozone concentration over different urban regions of India
    • Chattopadhyay G., Chattopadhyay S., Chakraborthy P. Principal component analysis and neurocomputing-based models for total ozone concentration over different urban regions of India. Theor Appl Climatol 2012, 109:221-231.
    • (2012) Theor Appl Climatol , vol.109 , pp. 221-231
    • Chattopadhyay, G.1    Chattopadhyay, S.2    Chakraborthy, P.3
  • 12
    • 33646269980 scopus 로고    scopus 로고
    • A 6-year analysis of stratospheric intrusions and their influence on ozone at Mt. Cimone (2165m above sea level)
    • Cristofanelli P., Bonasoni P., Tositti L., Bonafe U., Calzolari F., Evangelisti F., et al. A 6-year analysis of stratospheric intrusions and their influence on ozone at Mt. Cimone (2165m above sea level). J Geophys Res 2006, 111:D03306.
    • (2006) J Geophys Res , vol.111
    • Cristofanelli, P.1    Bonasoni, P.2    Tositti, L.3    Bonafe, U.4    Calzolari, F.5    Evangelisti, F.6
  • 13
    • 0006225299 scopus 로고    scopus 로고
    • On the background photochemistry of tropospheric ozone
    • Crutzen P., Lawrence M., Poschl U. On the background photochemistry of tropospheric ozone. Tellus 1999, A 51:123-146.
    • (1999) Tellus , vol.A 51 , pp. 123-146
    • Crutzen, P.1    Lawrence, M.2    Poschl, U.3
  • 14
    • 0024861871 scopus 로고
    • Approximation by superpositions of a sigmoidal function
    • Cybenko G. Approximation by superpositions of a sigmoidal function. Math Control Signals Syst 1989, 2:303-314.
    • (1989) Math Control Signals Syst , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 15
    • 79960940408 scopus 로고    scopus 로고
    • x at a tropical coastal site: association with mesoscale and synoptic meteorological conditions
    • x at a tropical coastal site: association with mesoscale and synoptic meteorological conditions. J Geophys Res 2011, 116:D10303.
    • (2011) J Geophys Res , vol.116
    • David, L.M.1    Nair, P.R.2
  • 16
    • 0028315754 scopus 로고
    • Episodes of high ozone concentrations at the earth's surface resulting from transport down from the upper troposphere/lower stratosphere: a review and case studies
    • Davies T.D., Schuepbach E. Episodes of high ozone concentrations at the earth's surface resulting from transport down from the upper troposphere/lower stratosphere: a review and case studies. Atmos Environ 1994, 28(1):53-68.
    • (1994) Atmos Environ , vol.28 , Issue.1 , pp. 53-68
    • Davies, T.D.1    Schuepbach, E.2
  • 17
    • 33846460448 scopus 로고    scopus 로고
    • Sensitivity of ozone to summertime climate in the eastern USA: a modeling case study
    • Dawson J.P., Adam P.J., Pandis S.N. Sensitivity of ozone to summertime climate in the eastern USA: a modeling case study. Atmos Environ 2007, 41:1494-1511.
    • (2007) Atmos Environ , vol.41 , pp. 1494-1511
    • Dawson, J.P.1    Adam, P.J.2    Pandis, S.N.3
  • 18
    • 84900334076 scopus 로고    scopus 로고
    • Assessing the relative risk of daily mortality associated with short term exposure to air pollutants in the European Union through air quality indices
    • Dimitriou K., Kassomenos P.A., Paschalidou A.K. Assessing the relative risk of daily mortality associated with short term exposure to air pollutants in the European Union through air quality indices. Ecol Indic 2011, 27:108-115.
    • (2011) Ecol Indic , vol.27 , pp. 108-115
    • Dimitriou, K.1    Kassomenos, P.A.2    Paschalidou, A.K.3
  • 19
    • 84900295910 scopus 로고    scopus 로고
    • Directive 2008/50/EC of the European Parliament and of the Council of 21 May 2008 on ambient air quality and cleaner air for Europe. Off J Eur Union, L 152/1-44.
    • Directive 2008/50/EC of the European Parliament and of the Council of 21 May 2008 on ambient air quality and cleaner air for Europe. Off J Eur Union, L 152/1-44.
  • 20
    • 56349150418 scopus 로고    scopus 로고
    • Climate change, tropospheric ozone and particulate matter, and health impacts
    • Ebi K., McGregor G. Climate change, tropospheric ozone and particulate matter, and health impacts. Environ Health Perspect 2008, 116(11):1449-1455.
    • (2008) Environ Health Perspect , vol.116 , Issue.11 , pp. 1449-1455
    • Ebi, K.1    McGregor, G.2
  • 22
    • 84900304704 scopus 로고    scopus 로고
    • EEA, [Available on:]
    • EEA Costs of ozone pollution [Available on:]. http://www.eea.europa.eu/themes/air/air-quality/more-about-air-pollutant s/ozone-1/impacts/costs-of-ozone-pollution.
    • Costs of ozone pollution
  • 23
    • 84866870154 scopus 로고    scopus 로고
    • EEA, Publications Office of the European Union, Copenhagen
    • EEA Air quality in Europe - 2011 report 2011, Publications Office of the European Union, Copenhagen.
    • (2011) Air quality in Europe - 2011 report
  • 24
    • 0031259708 scopus 로고    scopus 로고
    • Deep stratospheric intrusions. A statistical assessment with model guided analyses
    • Elbern H., Kowol J., Sladkovic R., Ebel A. Deep stratospheric intrusions. A statistical assessment with model guided analyses. Atmos Environ 1997, 31(19):3207-3226.
    • (1997) Atmos Environ , vol.31 , Issue.19 , pp. 3207-3226
    • Elbern, H.1    Kowol, J.2    Sladkovic, R.3    Ebel, A.4
  • 25
    • 84870010803 scopus 로고    scopus 로고
    • Tagged ozone mechanism for MOZART-4, CAM-chem and other chemical transport models
    • Emmons L.K., Hess P.G., Lamarque J.-F., Pfister G.G. Tagged ozone mechanism for MOZART-4, CAM-chem and other chemical transport models. Geosci Model Dev 2012, 5:1531-1542.
    • (2012) Geosci Model Dev , vol.5 , pp. 1531-1542
    • Emmons, L.K.1    Hess, P.G.2    Lamarque, J.-F.3    Pfister, G.G.4
  • 26
    • 78649572639 scopus 로고    scopus 로고
    • Seasonal stratospheric intrusion of ozone in the upper troposphere over India
    • Fadnavis S., Chakraborty T., Beig G. Seasonal stratospheric intrusion of ozone in the upper troposphere over India. Ann Geophys 2010, 28:2149-2159.
    • (2010) Ann Geophys , vol.28 , pp. 2149-2159
    • Fadnavis, S.1    Chakraborty, T.2    Beig, G.3
  • 27
    • 79960175565 scopus 로고    scopus 로고
    • A multi-sensor upper tropospheric ozone product (MUTOP) based on TES Ozone and GOES water vapour: derivation
    • Felker S.R., Moody J.L., Wimmers A.J., Osterman G., Bowman K. A multi-sensor upper tropospheric ozone product (MUTOP) based on TES Ozone and GOES water vapour: derivation. Atmos Chem Phys 2011, 11:6515-6527.
    • (2011) Atmos Chem Phys , vol.11 , pp. 6515-6527
    • Felker, S.R.1    Moody, J.L.2    Wimmers, A.J.3    Osterman, G.4    Bowman, K.5
  • 28
    • 79952242156 scopus 로고    scopus 로고
    • A study of surface ozone variability over the Iberian Peninsula during the last fifty years
    • Fernández-Fernández M.I., Gallego M.C., García J.A., Acero F.J. A study of surface ozone variability over the Iberian Peninsula during the last fifty years. Atmos Environ 2011, 45:1946-1959.
    • (2011) Atmos Environ , vol.45 , pp. 1946-1959
    • Fernández-Fernández, M.I.1    Gallego, M.C.2    García, J.A.3    Acero, F.J.4
  • 29
    • 0018174707 scopus 로고
    • The origin of ozone in troposphere
    • Fishman J., Crutzen P. The origin of ozone in troposphere. Nature 1978, 274:855.
    • (1978) Nature , vol.274 , pp. 855
    • Fishman, J.1    Crutzen, P.2
  • 31
    • 84900345736 scopus 로고    scopus 로고
    • Influence of stratospheric intrusion on the surface ozone levels in India
    • [Article ID625318]
    • Ganguly N. Influence of stratospheric intrusion on the surface ozone levels in India. ISRN Meteorology 2012, [Article ID625318].
    • (2012) ISRN Meteorology
    • Ganguly, N.1
  • 32
    • 33746924555 scopus 로고    scopus 로고
    • The origin of ozone
    • Grewe V. The origin of ozone. Atmos Chem Phys 2006, 6:1495-1511.
    • (2006) Atmos Chem Phys , vol.6 , pp. 1495-1511
    • Grewe, V.1
  • 33
    • 84866880394 scopus 로고    scopus 로고
    • Ozone prediction on the basis of neural networks, support vector regression and methods with uncertainty
    • Hájek P., Olej V. Ozone prediction on the basis of neural networks, support vector regression and methods with uncertainty. Ecol Informat 2012, 12:31-42.
    • (2012) Ecol Informat , vol.12 , pp. 31-42
    • Hájek, P.1    Olej, V.2
  • 35
    • 51249112281 scopus 로고    scopus 로고
    • Adverse cardiovascular effects with acute particulate matter and ozone exposures: interstrain variation in mice
    • Hamade A., Rabold R., Tankersley C. Adverse cardiovascular effects with acute particulate matter and ozone exposures: interstrain variation in mice. Environ Health Perspect 2008, 116(8):1033-1039.
    • (2008) Environ Health Perspect , vol.116 , Issue.8 , pp. 1033-1039
    • Hamade, A.1    Rabold, R.2    Tankersley, C.3
  • 37
    • 68549133155 scopus 로고    scopus 로고
    • Learning form imbalanced data
    • He H., Garcia E. Learning form imbalanced data. IEEE Trans Knowl Data Eng 2009, 21(9):1263-1284.
    • (2009) IEEE Trans Knowl Data Eng , vol.21 , Issue.9 , pp. 1263-1284
    • He, H.1    Garcia, E.2
  • 39
    • 70349777620 scopus 로고    scopus 로고
    • Large climate induced changes in ultraviolet index and stratosphere-to-troposphere ozone flux
    • Hegglin M.I., Shepherd T.G. Large climate induced changes in ultraviolet index and stratosphere-to-troposphere ozone flux. Nat Geosci 2009, 2:687-691.
    • (2009) Nat Geosci , vol.2 , pp. 687-691
    • Hegglin, M.I.1    Shepherd, T.G.2
  • 40
    • 34548066657 scopus 로고    scopus 로고
    • Ozone source attribution and its modulation by the arctic oscillation during the spring months
    • Hess P.G., Lamarque J. Ozone source attribution and its modulation by the arctic oscillation during the spring months. J Geophys Res 2007, 112:D11303.
    • (2007) J Geophys Res , vol.112
    • Hess, P.G.1    Lamarque, J.2
  • 41
    • 84872717537 scopus 로고    scopus 로고
    • Stratospheric impact on tropospheric ozone variability and trends: 1990-2009
    • Hess P.G., Zbinden R. Stratospheric impact on tropospheric ozone variability and trends: 1990-2009. Atmos Chem Phys 2013, 13:649-674.
    • (2013) Atmos Chem Phys , vol.13 , pp. 649-674
    • Hess, P.G.1    Zbinden, R.2
  • 43
    • 84870815445 scopus 로고    scopus 로고
    • Analysis of surface ozone and nitrogen oxides at urban, semi-rural and rural sites in Istanbul, Turkey
    • Im U., Incecik S., Guler M., Tek A., Topcu A., Unal Y.S., et al. Analysis of surface ozone and nitrogen oxides at urban, semi-rural and rural sites in Istanbul, Turkey. Sci Total Environ 2013, 443:920-931.
    • (2013) Sci Total Environ , vol.443 , pp. 920-931
    • Im, U.1    Incecik, S.2    Guler, M.3    Tek, A.4    Topcu, A.5    Unal, Y.S.6
  • 45
    • 84866920535 scopus 로고    scopus 로고
    • The relationship between total ozone and local climate at Kunming using Dobson and TOMS data
    • June W., Hui-Jun W. The relationship between total ozone and local climate at Kunming using Dobson and TOMS data. Atmos Ocean Sci Lett 2010, 3:207-212.
    • (2010) Atmos Ocean Sci Lett , vol.3 , pp. 207-212
    • June, W.1    Hui-Jun, W.2
  • 48
    • 25844488164 scopus 로고    scopus 로고
    • Fuzzy logic modeling of surface ozone concentrations
    • Mintz R., Young B.R., Svrcek W.Y. Fuzzy logic modeling of surface ozone concentrations. Comput Chem Eng 2005, 29:2049-2059.
    • (2005) Comput Chem Eng , vol.29 , pp. 2049-2059
    • Mintz, R.1    Young, B.R.2    Svrcek, W.Y.3
  • 49
    • 84874911486 scopus 로고    scopus 로고
    • Application of Multiple Linear Regression Models and Artificial Neural Networks on the surface ozone forecast in the Greater Athens Area, Greece
    • Article ID 894714, 8
    • Moustris K.P., Nastos P.T., Larissi I.K., Paliatsos A.G. Application of Multiple Linear Regression Models and Artificial Neural Networks on the surface ozone forecast in the Greater Athens Area, Greece. Adv Meteorol 2012, 2012. Article ID 894714, 8.
    • (2012) Adv Meteorol , vol.2012
    • Moustris, K.P.1    Nastos, P.T.2    Larissi, I.K.3    Paliatsos, A.G.4
  • 50
    • 79955890147 scopus 로고    scopus 로고
    • Predicting tropospheric ozone concentrations in different temporal scales by using multilayer perceptron models
    • Özbay B., Keskin G.A., Doǧruparmak Ş.Ç., Ayberk S. Predicting tropospheric ozone concentrations in different temporal scales by using multilayer perceptron models. Ecol Informat 2011, 6(3-4):242-247.
    • (2011) Ecol Informat , vol.6 , Issue.3-4 , pp. 242-247
    • Ozbay, B.1    Keskin, G.A.2    Dogruparmak, S.C.3    Ayberk, S.4
  • 53
    • 84862833626 scopus 로고    scopus 로고
    • Tropospheric ozone column retrieval at northern mid-latitudes from the Ozone Monitoring Instrument by means of a neural network algorithm
    • Sellitto P., Bojkov B.R., Liu X., Chance K., Del Frate F. Tropospheric ozone column retrieval at northern mid-latitudes from the Ozone Monitoring Instrument by means of a neural network algorithm. Atmos Meas Tech 2011, 4:2375-2388.
    • (2011) Atmos Meas Tech , vol.4 , pp. 2375-2388
    • Sellitto, P.1    Bojkov, B.R.2    Liu, X.3    Chance, K.4    Del Frate, F.5
  • 54
    • 54449100428 scopus 로고    scopus 로고
    • Data classification with multilayer perceptrons using a generalized error function
    • Silva L., Marques de Sá J., Alexandre L.A. Data classification with multilayer perceptrons using a generalized error function. Neural Netw 2008, 21(9):1302-1310.
    • (2008) Neural Netw , vol.21 , Issue.9 , pp. 1302-1310
    • Silva, L.1    Marques de Sá, J.2    Alexandre, L.A.3
  • 55
    • 33646263799 scopus 로고
    • Lufthygienisc-klimatologische Uberwachung im bayrischen Alpenarum: Ozonspitzen auf der Zugspitze durch Zustrom aus der Stratosphäre
    • Fraunhofer-Institut für Atmosphärische Umweltforschung
    • Slàdkovic R., Munzert K. Lufthygienisc-klimatologische Uberwachung im bayrischen Alpenarum: Ozonspitzen auf der Zugspitze durch Zustrom aus der Stratosphäre. Final report 908080 - VI.4 1990, Fraunhofer-Institut für Atmosphärische Umweltforschung.
    • (1990) Final report 908080 - VI.4
    • Slàdkovic, R.1    Munzert, K.2
  • 57
    • 33749247555 scopus 로고    scopus 로고
    • Multiple linear regression and artificial neural networks based on principal components to predict ozone concentrations
    • Sousa S.I.V., Martins F.G., Alvim-Ferraz M.C.M., Pereira M.C. Multiple linear regression and artificial neural networks based on principal components to predict ozone concentrations. Environ Model Software 2007, 22(1):97-103.
    • (2007) Environ Model Software , vol.22 , Issue.1 , pp. 97-103
    • Sousa, S.I.V.1    Martins, F.G.2    Alvim-Ferraz, M.C.M.3    Pereira, M.C.4
  • 59
    • 33745261781 scopus 로고    scopus 로고
    • Multimodel ensemble simulations of present-day and near-future tropospheric ozone
    • Stevenson D.S., Dentener F.J., Schultz M.G., van Noije TPC Ellingsen K., Wild O., Zeng G., et al. Multimodel ensemble simulations of present-day and near-future tropospheric ozone. J Geophys Res 2006, 111(D8):27.
    • (2006) J Geophys Res , vol.111 , Issue.D8 , pp. 27
    • Stevenson, D.S.1    Dentener, F.J.2    Schultz, M.G.3    Noije, E.K.4    Wild, O.5    Zeng, G.6
  • 62
    • 60249092433 scopus 로고    scopus 로고
    • Forecasting of ozone episode days by cost-sensitive neural network methods
    • Tsai C.H., Chang L.C., Chiang H.C. Forecasting of ozone episode days by cost-sensitive neural network methods. Sci Total Environ 2009, 407(6):2124-2135.
    • (2009) Sci Total Environ , vol.407 , Issue.6 , pp. 2124-2135
    • Tsai, C.H.1    Chang, L.C.2    Chiang, H.C.3
  • 63
    • 0038201778 scopus 로고    scopus 로고
    • Prediction of maximum daily ozone level using combined neural network and statistical characteristics
    • Wang W., Lu W., Wang X., Leung A. Prediction of maximum daily ozone level using combined neural network and statistical characteristics. Environ Int 2003, 29:555-562.
    • (2003) Environ Int , vol.29 , pp. 555-562
    • Wang, W.1    Lu, W.2    Wang, X.3    Leung, A.4
  • 64
    • 33749430413 scopus 로고    scopus 로고
    • World Health Organization Regional Office for Europe, Copenhagen, Denmark, WHO
    • WHO Air quality guidelines - global update 2005 2006, World Health Organization Regional Office for Europe, Copenhagen, Denmark.
    • (2006) Air quality guidelines - global update 2005
  • 66
    • 84865759715 scopus 로고    scopus 로고
    • Prediction of ozone levels using a Hidden Markov Model (HMM) with Gamma distribution
    • Zhang H., Zhang W., Palazoglu A., Sun W. Prediction of ozone levels using a Hidden Markov Model (HMM) with Gamma distribution. Atmos Environ 2012, 62:64-73.
    • (2012) Atmos Environ , vol.62 , pp. 64-73
    • Zhang, H.1    Zhang, W.2    Palazoglu, A.3    Sun, W.4


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