Source Characterization of Suspended Particulate Matter in Taegu Area, Using Principal Component Analysis Coupled with Multiple Regression

주성분/중회귀분석을 이용한 대구지역 대기중 부유분진의 발생원별 특성평가

  • 백성옥 (영남대학교 환경공학과 대기오염연구실) ;
  • 황승만 (영남대학교 환경공학과 대기오염연구실)
  • Published : 1992.09.01

Abstract

This study was carried out to characterize sources of atmospheric total suspended particulates (TSP) in urban and sub--urban areas of metropolitan taegu. The sources were tentatively identified by a multivariate technique, i.e. principal component analysis (PCA), and the source contributions to the atmospheric concentrations of TSP were further estimated by stepwise multiple regression analysis. A total of 5 sources was identified in the urban area of Taegu (soil dust resuspension, fuel combustion, secondary aerosol, traffic related aerosol, and refuge burning), while 4 sources were found to be significant in the sub--urban area as following: fuel combustion/secondary aerosol, soil dust resuspension, traffic related aerosol, and wood/agricultural burning. The largest contributor to the atmospheric TSP appeared to be the soil dust resuspension in both areas. The source apportionment of the extractable organic matter (EOM) was also carried out for the Taegu data. The EOM was determined with respect to the solvent polarity, i.e. cyclohexane (non-polar), dichloromethane (semi--polar), and acetone (polar). In addition, the source profiles for the TSP in Taegu area were estimated using a PCA-based algorithm, and the validity was evaluated tentatively by comparing the data in the literature.

Keywords

References

  1. 한국대기보전학회지 v.6 no.1 TTFA를 이용한 부산시 분진오염원의 양적 추정 김태오;김동술;나진균
  2. 대한환경공학회지 v.13 no.2 대구지역 대기중 입자상 유기물질 농도의 지역적 특성 및 계절적 변동 백성옥;박갑성;정재필;황승만;임동준
  3. 에너지총조사결과보고서 제1권 v.1 동력자원부
  4. Atmos. Environ. v.14 A Quantitative Determination of the Sources in the Boston Urban Aerosol Alpert,D.J.;P.K.Hopke
  5. JAPCA v.30 Receptor Oriented Methods of Air Particulate Source Apportionment Cooper,J.A.;J.G.Watson
  6. Environ. Sci. Tech. v.22 Receptor Model Gorden,G.E.
  7. Atmos. Environ. v.18 Review of Receptor Model Fundamentals Henry,R.C.;C.W.Lewis;P.K.Hopke;H.J.Williamson
  8. Receptor Modeling in Environmental Chemistry Hopke,P.K.
  9. Atmos. Environ. v.22 TTFA as an Aerosol Mass Apportionment Method - A Review and Sensitivity Study Hopke,P.K.
  10. Atmos. Environ. v.24A The Sources of Aerosol Elemental Carbon at Allegheny Mountain Keeler,G.K.;S.M.Japar;W.W.Brachaczek;W.R.Pierson
  11. Anal. Chim. Acta. v.181 Absolute Modeling of Urban Aerosol Elemental Composition by Factor Analysis Keiding,K.;F.P.Jensen;N.Z.Heidam
  12. Atmos. Environ. v.22 A Comparison of Two Procedures for Modeling of Absolute Source Contributions in Urban Air Keiding,K.;J.Pedersen;J.P.Jensen
  13. Environ. Sci. Tech. v.14 Identifying and Estimating the Relative Importance of Sources of Airborns Particulates Kleinman,M.T.;B.S.Pasternack;M.Eisenbud;T.J.Kneip
  14. Atmos. Environ. v.21 Source Apportionment of Ambient Particles in Steubenville, OH Using Specific Rotation Factor Analysis Koutrakis,P.;J.D.Spengler
  15. Toxic Air Pollution Lioy,P.J.;J.M.Daisey
  16. Methods of Air Sampling and Analysis(3rd) Lodge,J.P(ed.)
  17. Anal. Chem. v.49 Determination of the Number of Factors and the Experimental Error in a Data Matrix Malinowski,E.R.
  18. Atmos. Environ. v.21 Development of a Modified Factor Analysis/Multiple Regression Model to Apportion Suspended Particulate Matter in a Complex Urban Airshed Morandi,M.T.;J.M.Daisey;P.J.Lioy
  19. Atmos. Environ. v.25A Comparison of Two Multivariate Modeling Approaches for the Source Apportionment of Inhalable Particulate Matter in Newark, N.J. Morandi,M.T.;J.M.Daisey;P.J.Lioy
  20. Environ. Sci. Tech. v.22 Source Resolution of the Fine Carbonaceous Aerosol by Principal Component-Stepwise Regression Pratsinis,S.E.;M.D.Zeidin;E.C.Ellis
  21. JAPCA v.32 The Use of Principal Component Factor Analysis to interpret Particulate Compositional Data Sets Roscoe,B.A.;P.K.Hopke;S.L.Dattner;Jenks,J.M.
  22. Atmos. Environ. v.24B Aerosols in Santiago De Chile:A Study Using Receptor Modeling with XRF and Single Particle Analysis Rojas,C.M.;P.Artaxo;R.V.Grieken
  23. Atmos. Environ. v.21 Receptor Modeling and Aerosol Transport Thurston,G.D.;P.J.Lioy
  24. Atmos. Environ. v.19 A Quantitative Assessment of Source Contributions to Inhalable Particulate Matter Pollution in Metropolitan Boston Thurston,G.D.;J.D.Spengler
  25. JAPCA v.34 Overview of Receptor Model Principles Watson,J.G.