메뉴 건너뛰기




Volumn 61, Issue , 2014, Pages 135-150

Prediction of ultrafine particle number concentrations in urban environments by means of Gaussian process regression based on measurements of oxides of nitrogen

Author keywords

Gaussian process regression; Number distributions; Street canyon; Traffic emissions; Ultrafine particles; Urban air pollution

Indexed keywords

AIR POLLUTION; FOG; FORECASTING; GAUSSIAN NOISE (ELECTRONIC); NITROGEN; NITROGEN OXIDES;

EID: 84907354558     PISSN: 13648152     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.envsoft.2014.07.012     Document Type: Article
Times cited : (28)

References (56)
  • 1
    • 44749092660 scopus 로고    scopus 로고
    • x emissions of modern light vehicles derived from a reliable online measuring method
    • x emissions of modern light vehicles derived from a reliable online measuring method. Atmos. Environ. 2008, 42:4699-4707.
    • (2008) Atmos. Environ. , vol.42 , pp. 4699-4707
    • Alvarez, R.1    Weilenmann, M.2    Favez, J.Y.3
  • 4
    • 53249107121 scopus 로고    scopus 로고
    • Comparison of average particle number emission factors for heavy and light duty vehicles derived from rolling chassis dynamometer and field studies
    • Beddows D.C., Harrison R.M. Comparison of average particle number emission factors for heavy and light duty vehicles derived from rolling chassis dynamometer and field studies. Atmos. Environ. 2008, 42:7954-7966.
    • (2008) Atmos. Environ. , vol.42 , pp. 7954-7966
    • Beddows, D.C.1    Harrison, R.M.2
  • 7
    • 58649111756 scopus 로고    scopus 로고
    • Temporal size distribution and concentration of particles near a major highway
    • Buonanno G., Lall A., Stabile L. Temporal size distribution and concentration of particles near a major highway. Atmos. Environ. 2009, 43:1100-1105.
    • (2009) Atmos. Environ. , vol.43 , pp. 1100-1105
    • Buonanno, G.1    Lall, A.2    Stabile, L.3
  • 8
    • 0043026770 scopus 로고    scopus 로고
    • Primary particle formation from vehicle emissions during exhaust dilution in the roadside atmosphere
    • Charron A., Harrison R.M. Primary particle formation from vehicle emissions during exhaust dilution in the roadside atmosphere. Atmos. Environ. 2003, 37:4109-4119.
    • (2003) Atmos. Environ. , vol.37 , pp. 4109-4119
    • Charron, A.1    Harrison, R.M.2
  • 9
    • 80052312848 scopus 로고    scopus 로고
    • Using the generalised additive model to model the particle number count of ultrafine particles
    • Clifford S., Choy S.L., Hussein T., Mengersen K., Morawska L. Using the generalised additive model to model the particle number count of ultrafine particles. Atmos. Environ. 2011, 45:5934-5945.
    • (2011) Atmos. Environ. , vol.45 , pp. 5934-5945
    • Clifford, S.1    Choy, S.L.2    Hussein, T.3    Mengersen, K.4    Morawska, L.5
  • 10
    • 0000582742 scopus 로고
    • Present position and potential developments: some personal views: statistical theory: the prequential approach
    • Dawid A.P. Present position and potential developments: some personal views: statistical theory: the prequential approach. J.Roy. Statist. Soc. Ser. A Gen. 1984, 147:278-292.
    • (1984) J.Roy. Statist. Soc. Ser. A Gen. , vol.147 , pp. 278-292
    • Dawid, A.P.1
  • 13
    • 77950373787 scopus 로고    scopus 로고
    • High-resolution mobile monitoring of carbon monoxide and ultrafine particle concentrations in a near-road environment
    • Hagler G.S.W., Thoma E.D., Baldauf R.W. High-resolution mobile monitoring of carbon monoxide and ultrafine particle concentrations in a near-road environment. J.Air Waste Manag. Assoc. 2010, 60:328-336.
    • (2010) J.Air Waste Manag. Assoc. , vol.60 , pp. 328-336
    • Hagler, G.S.W.1    Thoma, E.D.2    Baldauf, R.W.3
  • 15
    • 84871847335 scopus 로고    scopus 로고
    • Particles, air quality, policy and health
    • Heal M.R., Kumar P., Harrison R.M. Particles, air quality, policy and health. Chem. Soc. Rev. 2012, 41:6606-6630.
    • (2012) Chem. Soc. Rev. , vol.41 , pp. 6606-6630
    • Heal, M.R.1    Kumar, P.2    Harrison, R.M.3
  • 16
    • 0032422974 scopus 로고    scopus 로고
    • Aprocess-convolution approach to modelling temperatures in the North Atlantic Ocean
    • Higdon D. Aprocess-convolution approach to modelling temperatures in the North Atlantic Ocean. Environ. Ecol. Statist. 1998, 5:173-190.
    • (1998) Environ. Ecol. Statist. , vol.5 , pp. 173-190
    • Higdon, D.1
  • 17
    • 33748163011 scopus 로고    scopus 로고
    • Areview of dispersion modelling and its application to the dispersion of particles: an overview of different dispersion models available
    • Holmes N., Morawska L. Areview of dispersion modelling and its application to the dispersion of particles: an overview of different dispersion models available. Atmos. Environ. 2006, 40:5902-5928.
    • (2006) Atmos. Environ. , vol.40 , pp. 5902-5928
    • Holmes, N.1    Morawska, L.2
  • 24
    • 0344851528 scopus 로고    scopus 로고
    • Nanoparticle emissions on Minnesota highways
    • Kittelson D., Watts W., Johnson J. Nanoparticle emissions on Minnesota highways. Atmos. Environ. 2004, 38:9-19.
    • (2004) Atmos. Environ. , vol.38 , pp. 9-19
    • Kittelson, D.1    Watts, W.2    Johnson, J.3
  • 25
    • 0032101028 scopus 로고    scopus 로고
    • Engines and nanoparticles: a review
    • Kittelson D.B. Engines and nanoparticles: a review. J.Aerosol Sci. 1998, 29:575-588.
    • (1998) J.Aerosol Sci. , vol.29 , pp. 575-588
    • Kittelson, D.B.1
  • 27
    • 37149031987 scopus 로고    scopus 로고
    • Measurements of particles in the 5-1000 nm range close to road level in an urban street canyon
    • Kumar P., Fennell P., Britter R. Measurements of particles in the 5-1000 nm range close to road level in an urban street canyon. Sci. Total Environ. 2008, 390:437-447.
    • (2008) Sci. Total Environ. , vol.390 , pp. 437-447
    • Kumar, P.1    Fennell, P.2    Britter, R.3
  • 28
    • 79959905906 scopus 로고    scopus 로고
    • Preliminary estimates of nanoparticle number emissions from road vehicles in megacity Delhi and associated health impacts
    • Kumar P., Gurjar B., Nagpure A., Harrison R.M. Preliminary estimates of nanoparticle number emissions from road vehicles in megacity Delhi and associated health impacts. Environ. Sci. Technol. 2011, 45:5514-5521.
    • (2011) Environ. Sci. Technol. , vol.45 , pp. 5514-5521
    • Kumar, P.1    Gurjar, B.2    Nagpure, A.3    Harrison, R.M.4
  • 29
    • 79959632857 scopus 로고    scopus 로고
    • Dynamics and dispersion modelling of nanoparticles from road traffic in the urban atmospheric environment - a review
    • Kumar P., Ketzel M., Vardoulakis S., Pirjola L., Britter R. Dynamics and dispersion modelling of nanoparticles from road traffic in the urban atmospheric environment - a review. J.Aerosol Sci. 2011, 42:580-603.
    • (2011) J.Aerosol Sci. , vol.42 , pp. 580-603
    • Kumar, P.1    Ketzel, M.2    Vardoulakis, S.3    Pirjola, L.4    Britter, R.5
  • 30
    • 71049155863 scopus 로고    scopus 로고
    • Fast response measurements of the dispersion of nanoparticles in a vehicle wake and a street canyon
    • Kumar P., Robins A., Britter R. Fast response measurements of the dispersion of nanoparticles in a vehicle wake and a street canyon. Atmos. Environ. 2009, 43:6110-6118.
    • (2009) Atmos. Environ. , vol.43 , pp. 6110-6118
    • Kumar, P.1    Robins, A.2    Britter, R.3
  • 31
    • 78049231391 scopus 로고    scopus 로고
    • Areview of the characteristics of nanoparticles in the urban atmosphere and the prospects for developing regulatory controls
    • Kumar P., Robins A., Vardoulakis S., Britter R. Areview of the characteristics of nanoparticles in the urban atmosphere and the prospects for developing regulatory controls. Atmos. Environ. 2010, 44:5035-5052.
    • (2010) Atmos. Environ. , vol.44 , pp. 5035-5052
    • Kumar, P.1    Robins, A.2    Vardoulakis, S.3    Britter, R.4
  • 32
    • 82955229578 scopus 로고    scopus 로고
    • Technical challenges in tackling regulatory concerns for urban atmospheric nanoparticles
    • Kumar P., Robins A., Vardoulakis S., Quincey P. Technical challenges in tackling regulatory concerns for urban atmospheric nanoparticles. Particuology 2011, 9:566-571.
    • (2011) Particuology , vol.9 , pp. 566-571
    • Kumar, P.1    Robins, A.2    Vardoulakis, S.3    Quincey, P.4
  • 33
    • 0033380721 scopus 로고    scopus 로고
    • AMarkov random field spatio-temporal analysis of ocean temperature
    • Lavine M., Lozier S. AMarkov random field spatio-temporal analysis of ocean temperature. Environ. Ecol. Statist. 1999, 6:249-273.
    • (1999) Environ. Ecol. Statist. , vol.6 , pp. 249-273
    • Lavine, M.1    Lozier, S.2
  • 35
    • 82955232853 scopus 로고    scopus 로고
    • Forecasting size-fractionated particle number concentrations in the urban atmosphere
    • Mølgaard B., Hussein T., Corander J., Hmeri K. Forecasting size-fractionated particle number concentrations in the urban atmosphere. Atmos. Environ. 2012, 46:155-163.
    • (2012) Atmos. Environ. , vol.46 , pp. 155-163
    • Mølgaard, B.1    Hussein, T.2    Corander, J.3    Hmeri, K.4
  • 36
    • 53749083941 scopus 로고    scopus 로고
    • Ambient nano and ultrafine particles from motor vehicle emissions: characteristics, ambient processing and implications on human exposure
    • Morawska L., Ristovski Z., Jayaratne E., Keogh D., Ling X. Ambient nano and ultrafine particles from motor vehicle emissions: characteristics, ambient processing and implications on human exposure. Atmos. Environ. 2008, 42:8113-8138.
    • (2008) Atmos. Environ. , vol.42 , pp. 8113-8138
    • Morawska, L.1    Ristovski, Z.2    Jayaratne, E.3    Keogh, D.4    Ling, X.5
  • 37
    • 0032146399 scopus 로고    scopus 로고
    • Comprehensive characterization of aerosols in a subtropical urban atmosphere: particle size distribution and correlation with gaseous pollutants
    • Morawska L., Thomas S., Bofinger N., Wainwright D., Neale D. Comprehensive characterization of aerosols in a subtropical urban atmosphere: particle size distribution and correlation with gaseous pollutants. Atmos. Environ. 1998, 32:2467-2478.
    • (1998) Atmos. Environ. , vol.32 , pp. 2467-2478
    • Morawska, L.1    Thomas, S.2    Bofinger, N.3    Wainwright, D.4    Neale, D.5
  • 38
    • 0033120640 scopus 로고    scopus 로고
    • Astudy of the horizontal and vertical profile of submicrometer particles in relation to a busy road
    • Morawska L., Thomas S., Gilbert D., Greenaway C., Rijnders E. Astudy of the horizontal and vertical profile of submicrometer particles in relation to a busy road. Atmos. Environ. 1999, 33:1261-1274.
    • (1999) Atmos. Environ. , vol.33 , pp. 1261-1274
    • Morawska, L.1    Thomas, S.2    Gilbert, D.3    Greenaway, C.4    Rijnders, E.5
  • 39
    • 84855848006 scopus 로고    scopus 로고
    • Dispersion modelling of traffic induced ultrafine particles in a street canyon in Antwerp, Belgium and comparison with observations
    • Nikolova I., Janssen S., Vos P., Vrancken K., Mishra V., Berghmans P. Dispersion modelling of traffic induced ultrafine particles in a street canyon in Antwerp, Belgium and comparison with observations. Sci. Total Environ. 2011, 412-413:336-343.
    • (2011) Sci. Total Environ. , pp. 336-343
    • Nikolova, I.1    Janssen, S.2    Vos, P.3    Vrancken, K.4    Mishra, V.5    Berghmans, P.6
  • 40
    • 84907318236 scopus 로고    scopus 로고
    • Octave Community, GNU/Octave
    • Octave Community, GNU/Octave http://www.gnu.org/software/octave.
  • 41
    • 67849128547 scopus 로고    scopus 로고
    • Source apportionment of urban fine and ultra-fine particle number concentration in a western Mediterranean city
    • Pey J., Querol X., Alastuey A., Rodrguez S., Putaud J.P., Dingenen R.V. Source apportionment of urban fine and ultra-fine particle number concentration in a western Mediterranean city. Atmos. Environ. 2009, 43:4407-4415.
    • (2009) Atmos. Environ. , vol.43 , pp. 4407-4415
    • Pey, J.1    Querol, X.2    Alastuey, A.3    Rodrguez, S.4    Putaud, J.P.5    Dingenen, R.V.6
  • 45
    • 79551489429 scopus 로고    scopus 로고
    • Gaussian processes for machine learning (GPML) toolbox
    • Rasmussen C.E., Nickisch H. Gaussian processes for machine learning (GPML) toolbox. J.Mach. Learn. Res. 2010, 11:3011-3015.
    • (2010) J.Mach. Learn. Res. , vol.11 , pp. 3011-3015
    • Rasmussen, C.E.1    Nickisch, H.2
  • 48
    • 13844270649 scopus 로고    scopus 로고
    • Size-fractionated measurements of ambient ultrafine particle chemical composition in Los Angeles using the NanoMOUDI
    • Sardar S.B., Fine P.M., Mayo P.R., Sioutas C. Size-fractionated measurements of ambient ultrafine particle chemical composition in Los Angeles using the NanoMOUDI. Environ. Sci. Technol. 2005, 39:932-944.
    • (2005) Environ. Sci. Technol. , vol.39 , pp. 932-944
    • Sardar, S.B.1    Fine, P.M.2    Mayo, P.R.3    Sioutas, C.4
  • 50
    • 0242302458 scopus 로고    scopus 로고
    • 2/NO emissions of gasoline passenger cars and light-duty trucks with Euro-2 emission standard
    • 2/NO emissions of gasoline passenger cars and light-duty trucks with Euro-2 emission standard. Atmos. Environ. 2003, 37:5207-5216.
    • (2003) Atmos. Environ. , vol.37 , pp. 5207-5216
    • Soltic, P.1    Weilenmann, M.2
  • 52
    • 84907378226 scopus 로고    scopus 로고
    • The MathWorks Inc.
    • The MathWorks Inc. http://www.mathworks.com.
  • 53
    • 58249134360 scopus 로고    scopus 로고
    • Aerosol number size distributions within the exhaust plume of a diesel and a gasoline passenger car under on-road conditions and determination of emission factors
    • Wehner B., Uhrner U., von Lwis S., Zallinger M., Wiedensohler A. Aerosol number size distributions within the exhaust plume of a diesel and a gasoline passenger car under on-road conditions and determination of emission factors. Atmos. Environ. 2009, 43:1235-1245.
    • (2009) Atmos. Environ. , vol.43 , pp. 1235-1245
    • Wehner, B.1    Uhrner, U.2    von Lwis, S.3    Zallinger, M.4    Wiedensohler, A.5
  • 54
    • 20444446601 scopus 로고    scopus 로고
    • Mobile platform measurements of ultrafine particles and associated pollutant concentrations on freeways and residential streets in Los Angeles
    • Westerdahl D., Fruin S., Sax T., Fine P.M., Sioutas C. Mobile platform measurements of ultrafine particles and associated pollutant concentrations on freeways and residential streets in Los Angeles. Atmos. Environ. 2005, 39:3597-3610.
    • (2005) Atmos. Environ. , vol.39 , pp. 3597-3610
    • Westerdahl, D.1    Fruin, S.2    Sax, T.3    Fine, P.M.4    Sioutas, C.5
  • 55
    • 36849004578 scopus 로고    scopus 로고
    • Analysis of air quality within a street canyon using statistical and dispersion modelling techniques
    • Westmoreland E.J., Carslaw N., Carslaw D.C., Gillah A., Bates E. Analysis of air quality within a street canyon using statistical and dispersion modelling techniques. Atmos. Environ. 2007, 41:9195-9205.
    • (2007) Atmos. Environ. , vol.41 , pp. 9195-9205
    • Westmoreland, E.J.1    Carslaw, N.2    Carslaw, D.C.3    Gillah, A.4    Bates, E.5
  • 56
    • 0036742861 scopus 로고    scopus 로고
    • Study of ultrafine particles near a major highway with heavy-duty diesel traffic
    • Zhu Y., Hinds W.C., Kim S., Shen S., Sioutas C. Study of ultrafine particles near a major highway with heavy-duty diesel traffic. Atmos. Environ. 2002, 36:4323-4335.
    • (2002) Atmos. Environ. , vol.36 , pp. 4323-4335
    • Zhu, Y.1    Hinds, W.C.2    Kim, S.3    Shen, S.4    Sioutas, C.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.