Spatiotemporal dynamics of spring and stream water chemistry in a high-mountain area

Environmental Pollution

Volumn 159, Issue 5, 2011, Pages 1048-1057

  Zelazny, Mirosław ^a   Astel, Aleksander ^b   Wolanin, Anna ^a   Małek, Stanisław ^c  

^a JAGIELLONIAN UNIVERSITY   (Poland)

^b POMERANIAN MEDICAL UNIVERSITY   (Poland)

^c UNIVERSITY OF AGRICULTURE IN KRAKOW   (Poland)

Author keywords

Basin; Rock; Self organizing maps; Spruce stands; Tatra Mountains; Unsupervised classification; Water chemical profile

Indexed keywords

BASIN; CRYSTALLINE CORE; PHYSICAL AND CHEMICAL PARAMETERS; QUALITY OF WATER; SELF ORGANIZING; SPATIO-TEMPORAL DYNAMICS; SPRUCE STANDS; STREAM WATER; STREAMWATER CHEMISTRY; TATRA MOUNTAINS; UNSUPERVISED CLASSIFICATION; WATER SAMPLES;

CONFORMAL MAPPING; FORESTRY; HYDRAULICS; LANDFORMS; LEACHING; SEDIMENTARY ROCKS; SEDIMENTOLOGY; SELF ORGANIZING MAPS; WATER QUALITY;

RIVERS;

WATER;

KARST; MOUNTAIN; SPATIOTEMPORAL ANALYSIS; SPRING WATER; STREAM; WATER CHEMISTRY; WATER QUALITY;

ARTICLE; BIOGEOCHEMISTRY; CHEMICAL COMPOSITION; CHEMISTRY; CRYSTALLIZATION; GEOGRAPHIC AND GEOLOGICAL PHENOMENA; HYDRODYNAMICS; LEACHING; MOUNTAIN; PHYSICAL CHEMISTRY; POLAND; SEASONAL VARIATION; SPRING; STREAM (RIVER); WATER QUALITY;

ALGORITHMS; ALTITUDE; FRESH WATER; GEOGRAPHY; NEURAL NETWORKS (COMPUTER); POLAND; SEASONS; TIME FACTORS;

CARPATHIANS; TATRA MOUNTAINS;

PICEA;

EID: 79954415404     PISSN: 02697491     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.envpol.2010.11.021     Document Type: Article

References (58)

1. Allan, J.D., Flecker, A.S., 1993. Biodiversity conservation in running waters. BioScience 43, 32-43.
2. Arsuaga, U.A., Díaz, M.F., 2006. Topology preservation in SOM. Proceedings of World Academy of Science, Engineering and Technology 16, 187-190.
3. Astel, A., Astel, K., Biziuk, M., Namieśnik, J., 2006. Classification of drinking water samples using the Chernoff's Faces visualization approach. Polish Journal of Environmental Studies 15 (5), 691-697. (Pubitemid 44742096)
4. Astel, A., Tsakovski, S., Barbieri, P., Simeonov, V., 2007. Comparison of self-organizing maps classification approach with cluster and principal components analysis for large environmental data sets. Water Research 41, 4566-4578. (Pubitemid 47599594)
5. Astel, A., Małek, S., Krakowian, K., 2009. Multivariate exploration and classification applied to the chemical composition of spring waters in sanctuary forest areas. International Journal of Environmental Analytical Chemistry 89 (8-12), 597-620.
6. Astel, A., 2010. Multivariate statistical modelling of water and soil related environmental compartments. In: Hanrahan, G. (Ed.), Modelling of Pollutants in Complex Environmental Systems, vol. II. ILM Publications, pp. 151-212.
7. Bac-Moszaszwili, M., Burchart, J., Głazek, J., Iwanow, A., Jaroszewski, W., Kotański, Z., Lefeld, J., Mastella, L., Ziomkowski, W., Roniewicz, P., Skupiński, A., Westwalewicz-Mogilska, E., 1979. Geological map of the Polish Tatra Mts. 1:30 000 scale. Institute of Geology, Warsaw, Poland.
8. Barczyk, G., Jach, R., Nowicki, T., 2000. Chocho1owska Valley Karst. In: Materials of 34 Speological Symposium, Cracow, pp. 9-20 (in polish).
9. Barczyk, G., 2004. Recent results of dye tracer tests of the Chochołowskie Vaucluse Spring Karst System (Western Tatra Mts.). Acta Geologica Polonica 54, 169-177. (Pubitemid 38531008)
10. Barczyk, G., 2008. Tatrzańskie wywierzyska: krasowe systemy wywierzyskowe Tatr Polskich. Tatrzański Park Narodowy, Zakopane, Poland, pp. 178 (in polish).
11. Boszke, L., Astel, A., 2009. Application of neural network-based modeling in assessment of mercury pollution level in the middle part of the Warta River. Environmental Monitoring Assessment 152 (1-4), 133-147.
12. Cottrell, M., Fort, J.C., Pagès, G., 1998. Theoretical aspects of the SOM algorithm. Neurocomputing 21, 119-138. (Pubitemid 28526817)
13. Davies, D.L., Bouldin, D.W., 1979. A cluster separation measure. Proceedings of the IEEE Transactions on Pattern Recognition and Machine Intelligence 1 (2), 224-227.
14. Fort, J.C., 2006. SOM's mathematics. Neural Networks 19, 812-816. (Pubitemid 44148960)
15. Giraudel, J.L., Lek, S., 2001. A comparison of self-organizing map algorithm and some conventional statistical methods for ecological community ordination. Ecological Modelling 146, 329-339. (Pubitemid 34029692)
16. Grodzińska, K., Godzik, B., Badea, O., Barancok, P., Istona, J., Matejka, K., Moravčik, P., Niemtur, S., Oszlányi, J., Parpan, V., Varsavová, M., Bytnerowicz, A., Szaro, R., 2002. Vegetation of selected forest stands in the Carpathian Mountains. In: Szaro, R.C., Bytnerowicz, A., Oszlányi, J. (Eds.), Effects of Air Pollution on Forest Health and Biodiversity in Forests of the Carpathian Mountains. Nato Science Series. IOS Press, Amsterdam, The Netherlands, pp. 96-117.
17. Guzik, M., Skawiński, P., 2009. Applying geomathics to determination of landscape altitudinal zones in the mountains. Landform Analysis 11, 25-32.
18. Kohonen, T., 1984. Self-organization and Associative Memory. Springer Verlag, Berlin, Germany.
19. Kohonen, T., 1995. Self-organizing Maps. Springer Inc., New York, USA.
20. Kohonen, T., 2001. Self-organizing Maps, third ed. Springer, Berlin, Germany.
21. Kohonen, T., Oja, E., Simula, O., Visa, A., Kangas, J., 1996. Engineering applications of the self-organizing map. Proceeding of the IEEE 84, 1358-1384.
22. Kopáček, J., Kaňa, J., Šantrüč ková, H., Picek, T., Stuchlík, E., 2004. Chemical and biochemical characteristics of alpine soils in the Tatra Mountains and their correlation with lake water quality. Water, Air, and Soil Pollution 153 (1-4), 307-327. (Pubitemid 38476890)
23. Kostrakiewicz, L., 1996. Regionalizacja hydrochemiczna źródeł polskich Karpat Wewnȩtrznych. Wszechświat 9, 196-199 (in polish).
24. Krajewski, P.K., 2003. Facies development and lithostratigraphy of the Higtatric mid-Cretaceous (Zabijak Formation) in the Polish Tatra Mountains. Studia Geologica Polonica 121, 81-158.
25. Křeček, J., Turek, J., Ljungren, E., Stuchlík, E., Šporka, F., 2006. Hydrological processes in small catchments of mountain headwater lakes: the Tatra Mountains. Biologia Section Zoology, Bratislava 61 (Suppl. 18), 1-10.
26. Krzemień, K., 1982. Removal of dissolved material from the Starorobociański Stream crystalline catchment basin (The Western Tatra Mts). Studia Geomorphologica Carpatho-Balcanica 15, 71-80.
27. Krzemień, K., 1990. Zwia̧zek przewodności właściwej wody i koncentracji materia1u rozpuszczonego w obszarach o różnej budowie geologicznej. Zeszyty Naukowe UJ, Prace Geograficzne 77, 81-91 (in polish).
28. Krzemień, K., 1991. Dynamika wysokogórskiego systemu fluwialnego na przyk1adzie Tatr Zachodnich. Rozprawy Habilitacyjne Uniwersytet Jagielloński 215, 160 (in polish).
29. Łajczak, A., 1988. Opady i odp1yw w polskich Tatrach w świetle pomiarów wieloletnich. Czasopismo Geograficzne 2, 137-170 (in polish).
30. Łajczak, A., 1996. Hydrologia. In: Mirek, Z. (Ed.), Przyroda Tatrzańskiego Parku Narodowego. Tatrzański Park Narodowy, Kraków-Zakopane, pp.167-196 (in polish).
31. Małecka, D., 1989. Wpływ opadów atmosferycznych na kszta1towanie chemizmu wód w obrȩbie masywu tatrzańskiego. Przegla̧d Geologiczny 10, 504-510 (in polish).
32. Małecka, D., 1993. Hydrogeologia Krasu Tatrzańskiego. In: Grodziński, J. (Ed.), Jaskinie Tatrzańskiego Parku Narodowego, vol. 3, pp. 11-35 (in polish).
33. Małecka, D., 1997. Źródła masywu tatrzańskiego. Acta Universitatis Lodzienss Folia Geographica Physica 2, 2-25 (in polish).
34. Małek, S., Astel, A., 2008. Throughfall chemistry in a spruce chronosequence in southern Poland. Environmental Pollution 155 (3), 517-527.
35. Małek, S., Martinson, L., Sverdrup, H., 2005. Modelling future soil chemistry at a highly polluted forest site at Istebna in Southern Poland using the "SAFE" model. Environmental Pollution 137 (3), 568-573.
36. Mizerski, W., Sylwestrzak, H., 2002. S1ownik geologiczny. PWN, Warszawa, Poland, pp. 242 (in polish).
37. Mukherjee, A., 1997. Self-organizing neural network for identification of natural modes. Journal of Computing in Civil Engineering 11 (1), 74-77. (Pubitemid 127627310)
38. Niedźwiedź, T., 2003. Extreme precipitation events on the northern side of the Tatra Mountains. Geographica Polonica 76 (2), 15-23. (Pubitemid 38342299)
39. Oleksynowa, K., Komornicki, T., 1960. Materiały do znajomości wód w Tatrach Cz. V. Dolina Chochołowska. In: olnictwo, 7. Zeszyty Naukowe WSR w Krakowie, R. 117-148.
40. Oleksynowa, K., 1970. Charakterystyka geochemiczna wód tatrzańskich. Acta Hydrobiologica 12 (1), 1-110 (in polish).
41. Oleksynowa, K., Komornicki, T., 1996. Chemizm wód. In: Mirek, Z. (Ed.), Przyroda Tatrzańskiego Parku Narodowego. Tatrzański Park Narodowy, Kraków-Zakopane, pp. 197-214 (in polish).
42. Park, Y.S., Céréghino, R., Compin, A., Lek, S., 2003. Application of artificial neural networks for patterning and predicting aquatic insect species richness in running waters. Ecological Modelling 160, 265-280. (Pubitemid 36251041)
43. Peeters, L., Bação, F., Lobo, V., Dassargues, A., 2006. Exploratory data analysis and clustering of multivariate spatial hydrogeological data by means of GEO3DSOM, a variant of Kohonen's Self-Organizing Map. Hydrology and Earth System Sciences Discussions 3, 1487-1516. (Pubitemid 46889101)
44. PN-C-04638-02, 1989. Water and waste water, ion balance of water, method of calculation ion balance of water.
45. Rogalski, R., 1984. Badania znacznikowe przepływów podziemnych w Dolinie Chochołowskiej w Polskich Tatrach Zachodnich. Przegla̧d Geologiczny 32, 223-225 (in polish).
46. Sarkisian, N., 2008. Neural networks as an emergent method in quantitative research, an example of self-organiznig maps. In: Nagy Hesse-Biber, S., Leavy, P. (Eds.), Handobook of Emergent Methods. The Guilford Press, New York, USA, pp. 630-631.
47. Simeonov, V., Wolska, L., Kuczynćska, A., Gurwin, J., Tsakovski, S., Protasowicki, M., Namiesćnik, J., 2007. Sediment-quality assessment by intelligent data analysis. TrAC - Trends in Analytical Chemistry 26 (4), 323-331. (Pubitemid 46483724)
48. Skwarzec, B., Kabat, K., Astel, A., 2009. Seasonal and spatial variability of 210Po, 238U and 239+240Pu levels in the river catchment area assessed by application of neural-network based classification. Journal of Environmental Radioactivity 100 (2), 167-175.
49. Stanimirova, I., Połowniak, M., Skorek, R., Kita, A., John, E., Buhl, F.,Walczak, B., 2007. Chemometric analysis of the water purification process data. Talanta 74 (10), 153-162.
50. Stuchlík, E., Kopáček, J., Fott, J., Hořická, Z., 2006. Chemical composition of the Tatra Mountain lakes: Response to acidification. Biologia, Section Zoology, Bratislava 61 (Suppl. 18), 11-20.
51. Trafas, K., 1985. Atlas Tatrzańskiego Parku Narodowego. TPN - PTPNoZ, Zakopane-Kraków, Poland (in polish).
52. Trepińska, J.B., 2004. Air temperature variability in the mountain areas based on Zakopane and Kasprowy Wierch examples. In: Haladyn, K., Mikłaszewski, A., Radomski, R., Ropuszyński, P. (Eds.), Climate-Environment-Human. Polish Ecological Club, Wrocław, Poland, pp. 33-40.
53. Tsakovski, S., Kudlak, B., Simeonov, V., Wolska, L., Namieśnik, J., 2009. Ecotoxicity and chemical sediment data classification by the use of self-organising maps. Analytica Chimica Acta 631 (2), 142-152.
54. Ultsch, A., Siemon, H.P., 1990. Kohonen's self organizing feature maps for exploratory data analysis. In: Proceedings of International Neural Network Conference (INNC'90). Kluwer, Dordrecht, The Netherlands, pp. 305-308.
55. Vesanto, J., 2000. Neural network tool data mining: SOM Toolbox. In: Proceedings of Symposium on Tool Environments and Development Methods for Intelligent Systems (TOOL-MET2000). Oulun yliopistopaino, Oulu, Finland, pp. 184-196.
56. Zhang, J., Dong, Y., Xi, Y., 2008. A comparison of SOFM ordination with DCA and PCA in gradient analysis of plant communities in the midst of Taihang Mountains, China. Ecological Informatics 3 (6), 367-374.
57. Żelazny, M., Kot, M., Rzonca, B., Siwek, J., 2007. Skład chemiczny wód w wybranych małych zlewniach w Dolinie Chochołowskiej w Tatrach. Współczesne Problemy Hydrogeologii 13, 919-928 (in polish).
58. Vesanto, J., Himberg, J., Alhoniemi, E., Parhankagas, J., 2000. SOM Toolbox for Matlab 5, Report A57. http://www.cis.hut.fi/projects/somtoolbox/.