메뉴 건너뛰기




Volumn 209, Issue 1-4, 2010, Pages 29-43

3-day-ahead forecasting of regional pollution index for the pollutants NO2, CO, SO2, and O3 using artificial neural networks in athens, Greece

Author keywords

Air pollution forecasting; Artificial Neural Networks; Athens; Greece

Indexed keywords

AIR PRESSURES; ARTIFICIAL NEURAL NETWORK; ATHENS; ATHENS , GREECE; CONCENTRATION TRENDS; GREATER ATHENS AREA , GREECE; OPEN PROBLEMS; REGIONAL POLLUTION; SOLAR IRRADIANCES; STATISTICAL SIGNIFICANCE; THRESHOLD CONCENTRATIONS;

EID: 77952241972     PISSN: 00496979     EISSN: 15732932     Source Type: Journal    
DOI: 10.1007/s11270-009-0179-5     Document Type: Article
Times cited : (109)

References (51)
  • 1
    • 0038541572 scopus 로고    scopus 로고
    • Review of air pollution and health impacts in Malaysia
    • DOI 10.1016/S0013-9351(02)00059-2
    • R Afroz MN Hassan NA Ibrahim 2003 Review of air pollution and health impacts in Malaysia Environmental Research 92 71 77 10.1016/S0013-9351(02)00059- 2 1:CAS:528:DC%2BD3sXkvVeqt70%3D (Pubitemid 36875701)
    • (2003) Environmental Research , vol.92 , Issue.2 , pp. 71-77
    • Afroz, R.1    Hassan, M.N.2    Ibrahim, N.A.3
  • 2
    • 0035866971 scopus 로고    scopus 로고
    • Modelling groundwater regime acceptable for the forest survival after the building of the hydro-electric power plant
    • DOI 10.1016/S0304-3800(00)00408-7, PII S0304380000004087
    • O Antonic D Hatic J Krian D Bukocev 2001 Modeling groundwater regime acceptable for the forest survival after the building of the hydro-electric power plant Ecological Modeling 138 277 288 10.1016/S0304-3800(00)00408-7 (Pubitemid 32497494)
    • (2001) Ecological Modelling , vol.138 , Issue.1-3 , pp. 277-288
    • Antoni, O.1    Hatic, D.2    Krian, J.3    Bukovec, D.4
  • 3
    • 0037107821 scopus 로고    scopus 로고
    • Effective 1-day ahead prediction of hourly surface ozone concentrations in eastern Spain using linear models and neural networks
    • 10.1016/S0304-3800(02)00127-8 1:CAS:528:DC%2BD38XmsV2murs%3D
    • E Balaguer Ballester G Valls J Carrasco-Rodriguez E Soria Oliva S Valle-Tascon 2002 Effective 1-day ahead prediction of hourly surface ozone concentrations in eastern Spain using linear models and neural networks Ecological Modeling 156 27 41 10.1016/S0304-3800(02)00127-8 1:CAS:528: DC%2BD38XmsV2murs%3D
    • (2002) Ecological Modeling , vol.156 , pp. 27-41
    • Balaguer Ballester, E.1    Valls, G.2    Carrasco-Rodriguez, J.3    Soria Oliva, E.4    Valle-Tascon, S.5
  • 4
    • 0036433404 scopus 로고    scopus 로고
    • Prediction of emergency department visits for respiratory symptoms using an artificial neural network
    • DOI 10.1378/chest.122.5.1627
    • H Bibi A Nutman D Shoseyov M Shalom R Peled S Kivity J Nutman 2002 Prediction of emergency department visits for respiratory symptoms using an artificial neural network Chest 122 1627 1632 10.1378/chest.122.5.1627 (Pubitemid 35366074)
    • (2002) Chest , vol.122 , Issue.5 , pp. 1627-1632
    • Bibi, H.1    Nutman, A.2    Shoseyov, D.3    Shalom, M.4    Peled, R.5    Kivity, S.6    Nutman, J.7
  • 6
    • 0027610496 scopus 로고
    • 2 concentrations in highly polluted industrial areas of comlex terrain
    • 2 concentrations in highly polluted industrial areas of comlex terrain Atmospheric Environment 27 B 221 230
    • (1993) Atmospheric Environment , vol.27 , Issue.B , pp. 221-230
    • Boznar, M.1    Lesjak, M.2    Mlakar, P.3
  • 7
    • 34250626848 scopus 로고    scopus 로고
    • Comparison of the Revised Air Quality Index with the PSI and AQI indices
    • DOI 10.1016/j.scitotenv.2007.04.036, PII S0048969707004901
    • WL Cheng YS Chen J Zhang TJ Lyons JL Pai SH Chang 2007 Comparison of the Revised Air Quality Index with the PSI and AQI indices Science of the Total Environment 382 (2)-(3) 191 198 10.1016/j.scitotenv.2007.04.036 1:CAS:528:DC%2BD2sXmvV2jtLY%3D (Pubitemid 46935822)
    • (2007) Science of the Total Environment , vol.382 , Issue.2-3 , pp. 191-198
    • Cheng, W.-L.1    Chen, Y.-S.2    Zhang, J.3    Lyons, T.J.4    Pai, J.-L.5    Chang, S.-H.6
  • 8
    • 0031172117 scopus 로고    scopus 로고
    • Comparing neural networks and regression models for ozone forecasting
    • 1:CAS:528:DyaK2sXmtFGgtbY%3D
    • AC Comrie 1997 Comparing neural networks and regression models for ozone forecasting Journal of Air and Waste Management Association 47 653 663 1:CAS:528:DyaK2sXmtFGgtbY%3D
    • (1997) Journal of Air and Waste Management Association , vol.47 , pp. 653-663
    • Comrie, A.C.1
  • 9
    • 17644370689 scopus 로고    scopus 로고
    • Air quality prediction in Milan: Feed-forward neural networks, pruned neural networks and lazy learning
    • DOI 10.1016/j.ecolmodel.2005.01.008
    • G Corani 2005 Air quality prediction in Milan: feedforward neural networks, pruned neural networks and lazy learning Ecological Modeling 185 513 529 10.1016/j.ecolmodel.2005.01.008 (Pubitemid 40564517)
    • (2005) Ecological Modelling , vol.185 , Issue.2-4 , pp. 513-529
    • Corani, G.1
  • 10
    • 0003178709 scopus 로고    scopus 로고
    • On ambient air quality assessment and management
    • Council Directive 96/62/EC
    • Council Directive 96/62/EC 1996 On ambient air quality assessment and management Official Journal of the European Communities L296 21.11.1996 55 63
    • (1996) Official Journal of the European Communities , vol.296 , pp. 55-63
  • 11
    • 0003192107 scopus 로고    scopus 로고
    • Limit values of sulphur dioxide, nitrogen dioxide and oxides of nitrogen, particulate matter and lead in ambient air
    • Council Directive 1999/30/EC
    • Council Directive 1999/30/EC 1999 Limit values of sulphur dioxide, nitrogen dioxide and oxides of nitrogen, particulate matter and lead in ambient air Official Journal of the European Communities L163 29.6.1999 41 60
    • (1999) Official Journal of the European Communities , vol.163 , pp. 41-60
  • 12
    • 1842651275 scopus 로고    scopus 로고
    • Limit values for benzene and carbon monoxide in ambient air
    • Directive 2000/69/EC of the European Parliament and the Council
    • Directive 2000/69/EC of the European Parliament and the Council 2000 Limit values for benzene and carbon monoxide in ambient air Official Journal of the European Communities L313 13.12.2000 12 22
    • (2000) Official Journal of the European Communities , vol.313 , pp. 12-22
  • 13
    • 77952237676 scopus 로고    scopus 로고
    • Ozone in ambient air
    • Directive 2002/3/EC of the European Parliament and the Council
    • Directive 2002/3/EC of the European Parliament and the Council 2002 Ozone in ambient air Official Journal of the European Communities L67 9.3.2002 14 31
    • (2002) Official Journal of the European Communities , vol.67 , pp. 14-31
  • 14
    • 0027073124 scopus 로고
    • Air pollution and daily mortality: Associations with particulates and acid aerosols
    • DOI 10.1016/S0013-9351(05)80042-8
    • DW Dockery J Schwartz JD Spengler 1992 Air pollution and daily mortality: Association with particulates and acid aerosols Environmental Research 59 362 373 10.1016/S0013-9351(05)80042-8 1:CAS:528:DyaK3sXmsFyjsA%3D%3D (Pubitemid 23052300)
    • (1992) Environmental Research , vol.59 , Issue.2 , pp. 362-373
    • Dockery, D.W.1    Schwartz, J.2    Spengler, J.D.3
  • 15
    • 34147176086 scopus 로고    scopus 로고
    • A 24-h forecast of ozone peaks and exceedance levels using neural classifiers and weather predictions
    • DOI 10.1016/j.envsoft.2006.08.002, PII S1364815206001976
    • AL Dutot J Rynkiewicz FE Steiner J Rude 2007 A 24-h forecast of ozone peaks and exceedance levels using neural classifiers and weather predictions Environmental Modeling and Software 22 1261 1269 10.1016/j.envsoft.2006.08.002 (Pubitemid 46561406)
    • (2007) Environmental Modelling and Software , vol.22 , Issue.9 , pp. 1261-1269
    • Dutot, A.-L.1    Rynkiewicz, J.2    Steiner, F.E.3    Rude, J.4
  • 17
    • 0033081112 scopus 로고    scopus 로고
    • 2 concentrations in urban air in London
    • 10.1016/S1352-2310(98)00230-1
    • 2 concentrations in urban air in London Atmospheric Environment 33 709 719 10.1016/S1352-2310(98)00230-1
    • (1998) Atmospheric Environment , vol.33 , pp. 709-719
    • Gardner, M.W.1    Dorling, S.R.2
  • 19
    • 0026535943 scopus 로고
    • Statistical forecast models for daily air particulate iron and lead concentrations for Madrid, Spain
    • E Hernandez F Martin F Valero 1992 Statistical forecast models for daily air particulate iron and lead concentrations for Madrid, Spain Atmospheric Environment 26 B 107 116
    • (1992) Atmospheric Environment , vol.26 , Issue.B , pp. 107-116
    • Hernandez, E.1    Martin, F.2    Valero, F.3
  • 20
    • 0034141255 scopus 로고    scopus 로고
    • A carbon flow model and network analysis of the northern Benguela upwelling system, Namibia
    • DOI 10.1016/S0304-3800(99)00192-1, PII S0304380099001921
    • JJ Heymans A Baird 2000 A carbon flow model and network analysis of the northern Benguela upwelling system, Namibia Ecological Modeling 126 9 32 10.1016/S0304-3800(99)00192-1 1:CAS:528:DC%2BD3cXmtlentA%3D%3D (Pubitemid 30086501)
    • (2000) Ecological Modelling , vol.126 , Issue.1 , pp. 9-32
    • Heymans, J.J.1    Baird, D.2
  • 21
    • 0034735692 scopus 로고    scopus 로고
    • Case studies on the use of neural networks in eutrophication modeling
    • 10.1016/S0304-3800(00)00360-4
    • C Karul S Soyupak AF Cilesiz N Akbay E Germen 2000 Case studies on the use of neural networks in eutrophication modeling Ecological Modeling 164 145 152 10.1016/S0304-3800(00)00360-4
    • (2000) Ecological Modeling , vol.164 , pp. 145-152
    • Karul, C.1    Soyupak, S.2    Cilesiz, A.F.3    Akbay, N.4    Germen, E.5
  • 24
    • 0034739912 scopus 로고    scopus 로고
    • Neural networks and periodic components used in air quality forecasting
    • DOI 10.1016/S1352-2310(00)00385-X
    • M Kolehmainen H Martikainen J Ruuskanen 2001 Neural networks and periodic components used in air quality forecasting Atmospheric Environment 35 815 825 10.1016/S1352-2310(00)00385-X 1:CAS:528:DC%2BD3cXoslalsrY%3D (Pubitemid 32170379)
    • (2001) Atmospheric Environment , vol.35 , Issue.5 , pp. 815-825
    • Kolehmainen, M.1    Martikainen, H.2    Ruuskanen, J.3
  • 26
    • 0034164401 scopus 로고    scopus 로고
    • Newral network model for predicting peak photochemical pollutant levels
    • 1:STN:280:DC%2BD3c3kslOhtg%3D%3D
    • D Melas I Kioutsoukis I Ziomas 2000 Newral network model for predicting peak photochemical pollutant levels Journal of Air and Waste Management Association 50 495 501 1:STN:280:DC%2BD3c3kslOhtg%3D%3D
    • (2000) Journal of Air and Waste Management Association , vol.50 , pp. 495-501
    • Melas, D.1    Kioutsoukis, I.2    Ziomas, I.3
  • 27
    • 77952243501 scopus 로고    scopus 로고
    • NSW Environment Protection Authority Sydney: EPA, 2006. Available at
    • NSW Environment Protection Authority (1998). Action for Air. Sydney: EPA, 1998, with action for Air, 2006 update. Sydney: EPA, 2006. Available at: www.environment.nsw.gov.au/air/actionforair/execsum.htm.
    • (1998) Action for Air. Sydney: EPA, 1998, with Action for Air, 2006 Update
  • 29
    • 0032170668 scopus 로고    scopus 로고
    • The application of neural techniques to the modelling of time-series of atmospheric pollution data
    • DOI 10.1016/S0304-3800(98)00118-5, PII S0304380098001185
    • G Nunnari M Nucifora C Randieri 1998 The application of neural techniques to the modeling of time-series of atmospheric pollution data Ecological Modeling 111 187 205 10.1016/S0304-3800(98)00118-5 1:CAS:528:DyaK1cXlsl2ksrY%3D (Pubitemid 28494437)
    • (1998) Ecological Modelling , vol.111 , Issue.2-3 , pp. 187-205
    • Nunnari, G.1    Nucifora, A.F.M.2    Randieri, C.3
  • 32
    • 34248390876 scopus 로고    scopus 로고
    • Development and assessment of neural network and multiple regression models in order to predict PM10 levels in a medium-sized Mediterranean city
    • DOI 10.1007/s11270-007-9341-0
    • DK Papanastasiou D Melas I Kioutsioukis 2007 Development and Assessment of Neural Network and Multiple Regression Models in Order to Predict PM10 Levels in a Medium-sized Mediterranean City Water Air Soil Pollution 182 325 334 10.1007/s11270-007-9341-0 1:CAS:528:DC%2BD2sXltVylurk%3D (Pubitemid 46742164)
    • (2007) Water, Air, and Soil Pollution , vol.182 , Issue.1-4 , pp. 325-334
    • Papanastasiou, D.K.1    Melas, D.2    Kioutsioukis, I.3
  • 33
    • 0343339858 scopus 로고    scopus 로고
    • 2.5 concentrations several hours in advance using neural networks in Santiago, Chile
    • DOI 10.1016/S1352-2310(99)00316-7, PII S1352231099003167
    • 2.5 concentrations several hours in advance using neural networks in Santiago, Chile Atmospheric Environment 34 1189 1196 10.1016/S1352-2310(99)00316-7 1:CAS:528:DC%2BD3cXitVamtLc%3D (Pubitemid 30100348)
    • (2000) Atmospheric Environment , vol.34 , Issue.8 , pp. 1189-1196
    • Perez, P.1    Trier, A.2    Reyes, J.3
  • 34
    • 0033880828 scopus 로고    scopus 로고
    • Comparison of neural network models with ARIMA and regression models for prediction of Houston's daily maximum ozone concentrations
    • DOI 10.1016/S0377-2217(99)00069-7
    • R Prybutok Y Junsub D Mitchell 2000 Comparison of neural network models with ARIMA and regression models for prediction of Huston's daily maximum ozone concentrations European Journal of Operational Research 122 31 40 10.1016/S0377-2217(99)00069-7 (Pubitemid 30541666)
    • (2000) European Journal of Operational Research , vol.122 , Issue.1 , pp. 31-40
    • Prybutok, V.R.1    Yi, J.2    Mitchell, D.3
  • 37
    • 0030038540 scopus 로고    scopus 로고
    • Air pollution and hospital admissions for respiratory disease
    • 10.1097/00001648-199601000-00005 1:STN:280:DyaK283ksFygug%3D%3D
    • J Schwartz 1996 Air pollution and hospital admissions for respiratory disease Epidemiology 7 20 28 10.1097/00001648-199601000-00005 1:STN:280:DyaK283ksFygug%3D%3D
    • (1996) Epidemiology , vol.7 , pp. 20-28
    • Schwartz, J.1
  • 38
    • 0026514360 scopus 로고
    • Increased mortality in Philadelphia associated with daily air pollution concentrations
    • 1:STN:280:DyaK387ovFagsQ%3D%3D
    • J Schwartz DW Dockery 1992 Increased mortality in Philadelphia associated with daily air pollution concentrations American Review of Respiratory Disease 145 600 604 1:STN:280:DyaK387ovFagsQ%3D%3D
    • (1992) American Review of Respiratory Disease , vol.145 , pp. 600-604
    • Schwartz, J.1    Dockery, D.W.2
  • 39
    • 0343907347 scopus 로고    scopus 로고
    • 2 concentrations in urban air in London
    • DOI 10.1016/S1352-2310(97)00282-3, PII S1352231097002823
    • 2 concentrations in urban air in London Atmospheric Environment 31 4081 4094 10.1016/S1352-2310(97)00282-3 1:CAS:528:DyaK2sXmslWhtLs%3D (Pubitemid 27466567)
    • (1997) Atmospheric Environment , vol.31 , Issue.24 , pp. 4081-4094
    • Shi, J.P.1    Harrison, R.M.2
  • 40
    • 0021068304 scopus 로고
    • Forecasting peak ozone levels
    • 10.1016/0004-6981(83)90173-7 1:CAS:528:DyaL2cXisFGlsg%3D%3D
    • RW Simpson AP Layton 1983 Forecasting peak ozone levels Atmospheric Environment 17 1649 1654 10.1016/0004-6981(83)90173-7 1:CAS:528: DyaL2cXisFGlsg%3D%3D
    • (1983) Atmospheric Environment , vol.17 , pp. 1649-1654
    • Simpson, R.W.1    Layton, A.P.2
  • 41
    • 32144443181 scopus 로고    scopus 로고
    • 10 forecasting for Thessaloniki, Greece
    • DOI 10.1016/j.envsoft.2004.06.011, PII S1364815204003202, Urban Air Quality Modelling
    • T Slini A Kaprara K Karatzas N Moussiopoulos 2006 PM10 Forecasting for Thessaloniki, Greece Environmental Modeling and Software 21 559 565 10.1016/j.envsoft.2004.06.011 (Pubitemid 43207711)
    • (2006) Environmental Modelling and Software , vol.21 , Issue.4 , pp. 559-565
    • Slini, T.1    Kaprara, A.2    Karatzas, K.3    Moussiopoulos, N.4
  • 42
    • 0033055819 scopus 로고    scopus 로고
    • Fine particulate air pollution, resuspended road dust and respiratory health among symptomatic children
    • DOI 10.1034/j.1399-3003.1999.13b08.x
    • P Tiittanen KL Timonen J Ruuskanen A Mirme J Pekkanen 1999 Fine particulate air pollution, resuspended road dust and respiratory health among symptomatic children European Respiratory Journal 13 266 273 10.1034/j.1399-3003.1999.13b08.x 1:STN:280:DyaK1M7mtlGnuw%3D%3D (Pubitemid 29086818)
    • (1999) European Respiratory Journal , vol.13 , Issue.2 , pp. 266-273
    • Tiittanen, P.1    Timonen, K.L.2    Ruuskanen, J.3    Mirme, A.4    Pekkanen, J.5
  • 44
    • 0036468601 scopus 로고    scopus 로고
    • Atmospheric urban pollution: Applications of an artificial neural network (ANN) to the city of Perugia
    • DOI 10.1016/S0304-3800(01)00434-3, PII S0304380001004343
    • P Viotti G Liuti P Di Genova 2002 Atmospheric urban pollution: Applications of an artificial neural network (ANN) to the city of Perugia Ecological Modeling 148 27 46 10.1016/S0304-3800(01)00434-3 1:CAS:528: DC%2BD38XktVymtA%3D%3D (Pubitemid 34124428)
    • (2002) Ecological Modelling , vol.148 , Issue.1 , pp. 27-46
    • Viotti, P.1    Liuti, G.2    Di Genova, P.3
  • 46
    • 0000903748 scopus 로고
    • Generalization of Backpropagation with application to a recurrent gas market model
    • 10.1016/0893-6080(88)90007-X
    • P Werbosk 1988 Generalization of Backpropagation with application to a recurrent gas market model Neural Networks 1 339 356 10.1016/0893-6080(88)90007- X
    • (1988) Neural Networks , vol.1 , pp. 339-356
    • Werbosk, P.1
  • 48
    • 1542344993 scopus 로고    scopus 로고
    • Relationship between air pollution and daily mortality in a subtropical city: Taipei, Taiwan
    • DOI 10.1016/j.envint.2003.10.006, PII S0160412003002137
    • CY Yang CC Chang HY Chuang SS Tsai TN Wu CK Ho 2004 Relationship between air pollution and daily mortality in a subtropical city: Taipei Taiwan Environment International 30 519 523 10.1016/j.envint.2003.10.006 1:CAS:528:DC%2BD2cXitFWmu74%3D (Pubitemid 38325335)
    • (2004) Environment International , vol.30 , Issue.4 , pp. 519-523
    • Yang, C.-Y.1    Chang, C.-C.2    Chuang, H.-Y.3    Tsai, S.-S.4    Wu, T.-N.5    Ho, C.-K.6
  • 49
    • 0030476772 scopus 로고    scopus 로고
    • A neural network model forecasting for prediction of daily maximum ozone concentration in an industrialized urban area
    • DOI 10.1016/0269-7491(95)00078-X
    • J Yi VR Prybutok 1996 A neural network model forecasting for prediction fo daily maximum ozone concentration in an industrialized urban area Environmental Pollution 92 349 357 10.1016/0269-7491(95)00078-X 1:CAS:528:DyaK28XktV2hu7w%3D (Pubitemid 26195592)
    • (1996) Environmental Pollution , vol.92 , Issue.3 , pp. 349-357
    • Yi, J.1    Prybutok, V.R.2
  • 50
    • 0029104739 scopus 로고
    • On the relationship between peak ozone levels and meteorological variables
    • 1:CAS:528:DyaK2MXlsFynt74%3D
    • IC Ziomas D Melas CS Zerefos AF Bais 1995 On the relationship between peak ozone levels and meteorological variables Fresenius Environmental Bulletin 4 53 58 1:CAS:528:DyaK2MXlsFynt74%3D
    • (1995) Fresenius Environmental Bulletin , vol.4 , pp. 53-58
    • Ziomas, I.C.1    Melas, D.2    Zerefos, C.S.3    Bais, A.F.4
  • 51
    • 0028970823 scopus 로고
    • Forecasting peak pollutant levels using meteorological variables and Indexes
    • 10.1016/1352-2310(95)00131-H 1:CAS:528:DyaK2MXpslartLo%3D
    • IC Ziomas D Melas CS Zerefos AG Paliatsos AF Bais 1995 Forecasting peak pollutant levels using meteorological variables and Indexes Atmospheric Environment 29 3703 3711 10.1016/1352-2310(95)00131-H 1:CAS:528: DyaK2MXpslartLo%3D
    • (1995) Atmospheric Environment , vol.29 , pp. 3703-3711
    • Ziomas, I.C.1    Melas, D.2    Zerefos, C.S.3    Paliatsos, A.G.4    Bais, A.F.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.