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2006 | 4 | 2 | 277-298
Tytuł artykułu

Multivariate statistical approaches as applied to environmental physics studies

Treść / Zawartość
Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
The present communication deals with the application of the most important environmetric approaches like cluster analysis, principal components analysis and principal components regression (apportioning models) to environmental systems which are of substantial interest for environmental physics - surface waters, aerosols, and coastal sediments. Using various case studies we identify the latent factors responsible for the data set structure and construct models showing the contribution of each identified source (anthropogenic or natural) to the total measure of the pollution. In this way the information obtained by the monitoring data becomes broader and more intelligent, which help in problem solving in environmental physics.
Wydawca

Czasopismo
Rocznik
Tom
4
Numer
2
Strony
277-298
Opis fizyczny
Daty
wydano
2006-06-01
online
2006-06-01
Twórcy
  • Institute of Solid State Physics, Bulgarian Academy of Sciences, 1784, Sofia, Bulgaria, lovcinov@issp.bas.bg
Bibliografia
  • [1] D.L. Massart and L. Kaufman: The Interpretation of Analytical Chemical Data by the Use of Cluster Analysis, Wiley-Interscience, New York, 1983.
  • [2] J.W. Einax, H.W. Zwanziger and S. Geiss: Chemometrics in Environmental Analysis, VCH, Weinheim, 1997.
  • [3] M. Daszykowski, B. Walczak and D.L. Massart: “Looking for Natural Patterns in Data. Part I. Density-Based Approach”, Chemometr. Intell. Lab., Vol. 56, (2001), pp. 83–92. http://dx.doi.org/10.1016/S0169-7439(01)00111-3[Crossref]
  • [4] I. Stanimirova, M. Daszykowski, D.L. Massart, F. Questier, V. Simeonov and H. Puxbaum: “Chemometrical Exploration of the wet Precipitation Chemistry from the Austrian Monitoring Network (1988–1999)”, J. Environ. Manage., Vol. 74, (2005), pp. 349–363. http://dx.doi.org/10.1016/j.jenvman.2004.08.018[Crossref]
  • [5] D.L. Massart, B.G.M. Vandeginste, L.M.C. Buydens, S. de Jong, P.J. Lewi and J. Smeyers-Verbeke: Handbook of Chemometrics and Qualimetrics: Data Handling in Science and Technology, Parts A and B, Elsevier, Amsterdam, 1997.
  • [6] R. Henrion: “N-way Principal Components Analysis. Theory, Algorothms and Applications”, Chemometr. Intell. Lab., Vol. 25, (1994), pp. 1–23. http://dx.doi.org/10.1016/0169-7439(93)E0086-J[Crossref]
  • [7] P. Huber: “Projection Pursuit”, Ann. Stat., Vol. 13, (1985), pp. 435–475. [Crossref]
  • [8] I.S. Yenyukov: Data Analysis Learning Symbolic and Numeric Knowledge, Nova Science Publishers, New York, 1989.
  • [9] T. Kohonen: Self-Organization and Associative Memory, Springer, Berlin, 1990.
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  • [11] G. Thurston and J. Spengler: “A Quantative Assessment of Source Contributions to Inhalable Particulate Matter Pollution in Metropolitan Boston”, Atmos. Environ., Vol. 19, (1985), pp. 9–15. http://dx.doi.org/10.1016/0004-6981(85)90132-5[Crossref]
  • [12] V. Simeonov, S. Stefanov and S. Tsakovski: “Environmetrical Treatment of Water Quality Survey Data from Yantra River, Bulgaria”, Microchim. Acta, Vol. 134, (2000), pp. 15–21. http://dx.doi.org/10.1007/s006040070047[Crossref]
  • [13] S. Tsakovski, V. Simeonov and S. Stefanov: “Time-series Analysis of Long-term Water Quality Records from Yantra River Basin, Bulgaria”, Fresen. Environ. Bull., Vol. 8, (1999), pp. 28–36.
  • [14] S. Stefanov, V. Simeonov and S. Tsakovski: “Chemometrical Analysis of Waste Water Monitoring Data from Yantra River Basin, Bulgaria”, Toxicol. Environ. Chem., Vol. 70, (1999), pp. 473–482.
  • [15] V. Simeonov, P. Simeonova and R. Tzimou-Tsitouridou: “Chemometric Quality Assessment of Surface Waters: Two Case Studies”, Chem. Eng. Ecol., Vol. 11, (2004), pp. 449–469.
  • [16] P. Simeonova, V. Simeonov and G. Andreev: “Water Quality Study of the Struma river Basin, Bulgaria (1989–1998)”, Cent. Eur. J. Chem., Vol. 1, (2003), pp. 121–136.
  • [17] Directive 95/692/EEC, European Directive, 1991.
  • [18] R. Tsitouridou, D. Voutsa and Th. Kouimtzis: “Ionic Composition of PM10 in the Area of Thessaloniki, Greece”, Chemosphere, Vol. 52, (2003), pp. 883–891. http://dx.doi.org/10.1016/S0045-6535(03)00313-8[Crossref]
  • [19] C. Samara and R. Tsitouridou: “Fine and Coarse Ionic Aerosol Components in Relation to Wet and Dry Deposition”, Water Air Soil Poll., Vol. 120, (2000), pp. 71–82. http://dx.doi.org/10.1023/A:1005267021828[Crossref]
  • [20] H. Puxbaum, B. Gomiscek, M. Kalina, H. Bauer, A. Samal, S. Stopper, O. Preining and H. Hauck: “A Dual Study of PM2.5 and PM10 Aerosol Chemistry in the Larger Region of Vienna, Austria”, Atmos. Environ., Vol. 38, (2004), pp. 3949–3958. http://dx.doi.org/10.1016/j.atmosenv.2003.12.043[Crossref]
  • [21] V. Simeonov, S. Tsakovski, T. Lavric, P. Simeonova and H. Puxbaum: “Multivariate Statistical Assessment of Air Quality. A Case Study”, Microchim. Acta, Vol. 148, (2004), pp. 293–298. http://dx.doi.org/10.1007/s00604-004-0279-2[Crossref]
  • [22] S. Tsakovski and V. Simeonov: “Chemometric Study of Atmospheric Wet and Dry Precipitation from an Urban Region”, Toxicol. Environ. Chem., Vol. 65, (1998), pp. 203–216. http://dx.doi.org/10.1080/02772249809358569[Crossref]
  • [23] P. Hopke: Receptor modelling for Air Quality Measurement, Elsevier, Amsterdam, 1991.
  • [24] J. Watson, T. Zhu, J. Chow, J. Engelbrecht, E. Fujita and W. Wilson: “Receptor Modeling Application Framework for Particle Source Apportionment”, Chemosphere, Vol. 49, (2002), pp. 1093–1136. http://dx.doi.org/10.1016/S0045-6535(02)00243-6[Crossref]
  • [25] Th. Spanos, V. Simeonov and G. Andreev: “Environmetric Modeling of Emission Sources for Dry and Wet Precipitation from an Urban Area”, Talanta, Vol. 58, (2002), pp. 367–375. http://dx.doi.org/10.1016/S0039-9140(02)00285-0[Crossref]
  • [26] H. Hauck, A. Berner, T. Frischer, B. Gomiscek, M. Kundi, M. Neuberger, H. Puxbaum, O. Preining and AUPHEP-Team: “AUPHEP - Austrian project on Health effect of particles - general overview”, Atmos. Environ., Vol. 38, (2004), pp. 3905–3915. http://dx.doi.org/10.1016/j.atmosenv.2003.09.080[Crossref]
  • [27] H. Puxbaum: “Characterization of Carbon, Sulfur and Nitrogen Compounds in Atmospheric Particles by Combined Thermal and Gas-Analytical Methods”, Fresenius Zeitschrift für Analytische Chemie, Vol. 299, (1979), pp. 33–41. http://dx.doi.org/10.1007/BF00552578[Crossref]
  • [28] H. Puxbaum: “Thermo Gas Analyzer for the Characterization of Carbonaceous and Sulfurous Compounds in Atmospheric Particles”, Fresenius Zeitschrift für Analytische Chemie, Vol. 298, (1979), pp. 250–256. http://dx.doi.org/10.1007/BF00510689[Crossref]
  • [29] H. Puxbaum and J. Rendl; “Ein Automatisches Analysatorsystem zur Bestimmung von Kohlenstoff und Schwefel in Luftgetragenen Stäuben”, Mikrochim. Acta, Vol. I, (1983), pp. 263–272. http://dx.doi.org/10.1007/BF01303913[Crossref]
  • [30] A. Hansen, H. Rosen and T. Novakov: “The Aethalometer - an Instrument for the Real Time Measurement of Optical Absorption by Aerosol Particles”, The Science of the Total Environment, Vol. 36, (1984), pp. 191–196. http://dx.doi.org/10.1016/0048-9697(84)90265-1[Crossref]
  • [31] H. Cachier, M.-P. Bremond and P. Buat-Ménard: “Determination of atmospheric soot carbon with a simple thermal method”, Tellus-B, Vol. 3, (1989), pp. 379–390. http://dx.doi.org/10.1111/j.1600-0889.1989.tb00316.x[Crossref]
  • [32] V. Simeonov and P. Simeonova: “Environmetric Approaches to Estimate Pollution Impacts on a Coastal Area by Sediment and River Water Studies”, Chem. Eng. Ecol., Vol. 8, (2001), pp. 1257–1267.
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.-psjd-doi-10_2478_s11534-006-0012-3
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