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Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems

Cilt: 17 Sayı: 2 27 Eylül 2017
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Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems

Öz

This study contains modeling water quality data from 3 different experiment stations of Oltu stream, which one of the tributaries of the Çoruh stream has been provided by interpreting multiple statistical methods.  In the data set used in the study, runoff (Q), water temperature (WT), pH, electric conductivity (EC), sodium (Na+), potassium (K+), calcium(Ca2+) and magnesium (Mg2+), carbonate (CO32-), bicarbonate(HCO3-), chloride (Cl-), sulfate (SO42-), sodium absorption factor (SAR), and boron (B) concentration results of measurements were present. In the 5 year period between 2003 and 2008, Principal Component Analysis (PCA) and Multiple Regression Analysis (MLR) have been applied to the dataset which was composed of the monthly result of the measurement. PCA were explained to relations between hydrologic and physiochemical parameters and it were examined 6 factor groups created as a result of this examination was generated 90.7% of the whole variance of the data set.  According to the results of the analysis, some strong negative relations between the runoff and some other parameters (electric conductivity, sodium, chloride, sulfate, sodium absorption factor, and boron concentration) were found. The runoff has been found as a hydrological parameter working as the key consideration.  The estimation method was determined by MLR. The estimation model has been developed among the runoff and those parameters which have strong relations with each other. The performance of this model was tested by using such criteria as coefficient of determination and Mean Squared Error (MSE) method and the results were found to be satisfactory.

 

Anahtar Kelimeler

Principal Component Analysis (PCA),Multiple Linear Regression (MLR),Water Quality Parameters

Kaynakça

  1. Al Bakri D.. Kittaneh W. 1998. Physicochemical characteristics and pollution indicators in the intertidal zone of Kuwait: Implications for benthic ecology. Environmental Management .22(3). 415-424.
  2. Anderson N.J.. Rippey B.. Gibson C.E. 1993. A comparison of sedimentary and diatom-inferred phosphorus profiles: implications for defining pre-disturbance nutrient conditions. Hydrobiologia. 253. 357-366
  3. Atalay İ. 1982. The physical Geography and the Management of Oltu Stream Watershed. 126 s. Ege University. Faculty of Social Science. İzmir.
  4. Atalay İ.. Tetik M.. Yilmaz Ö. 1985. The ecosystems of North-Eastern Anatolia. Aegean Geographical Journal. 3. 16-56.
  5. Aydın M. 2009. Determination of soil losses by using WEPP (Water Erosion Prediction Project) composed of different land use and necessary precuations in Gümüşhane-Torul Dam Creek. Kastamonu University Journal of Forestry Faculty, [S.l.], p. 54-65.
  6. Bayram A.. Önsoy H.. Bulut V.N.. Akinci G. 2013. Influences of urban wastewaters on the stream water quality: a case study from Gumushane Province. Turkey. Environmental Monitoring Assessment. 185. 1285- 1303.
  7. Bergkvist B.. Folkeson L. 1995. The influence of tree species on acid deposition proton budgets and element fluxes in south swedish forest ecosystems. Ecological Bulletin. 44. 90–99.
  8. Bis B.. Zdanowicz A.. Zalewski M. 2000. Effects of catchment properties on hydrochemistry. habitat complexity and invertebrate community structure in a lowland river. Hydrobiologia. 422. 369-387.
  9. Bunn S.E.. Davies P.M.. Mosisch T.D. 1999. Ecosystem measures of river health and their response to riparian and catchment degradation. Freshwater Biology. 41(2). 333-345.
  10. Carr G.M.. Neary J.P.. 2008. Water Quality for Ecosystem and Human Health. 2nd Edition. United Nations Environment Programme Global Environment Monitoring System. ISBN 92-95039-10-6. UN GEMS/Water Programme Office. Canada.

Kaynak Göster

APA
Yurtseven, İ. (2017). Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems. Kastamonu University Journal of Forestry Faculty, 17(2), 238-246. https://doi.org/10.17475/kastorman.266098
AMA
1.Yurtseven İ. Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems. Kastamonu University Journal of Forestry Faculty. 2017;17(2):238-246. doi:10.17475/kastorman.266098
Chicago
Yurtseven, İbrahim. 2017. “Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems”. Kastamonu University Journal of Forestry Faculty 17 (2): 238-46. https://doi.org/10.17475/kastorman.266098.
EndNote
Yurtseven İ (01 Eylül 2017) Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems. Kastamonu University Journal of Forestry Faculty 17 2 238–246.
IEEE
[1]İ. Yurtseven, “Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems”, Kastamonu University Journal of Forestry Faculty, c. 17, sy 2, ss. 238–246, Eyl. 2017, doi: 10.17475/kastorman.266098.
ISNAD
Yurtseven, İbrahim. “Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems”. Kastamonu University Journal of Forestry Faculty 17/2 (01 Eylül 2017): 238-246. https://doi.org/10.17475/kastorman.266098.
JAMA
1.Yurtseven İ. Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems. Kastamonu University Journal of Forestry Faculty. 2017;17:238–246.
MLA
Yurtseven, İbrahim. “Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems”. Kastamonu University Journal of Forestry Faculty, c. 17, sy 2, Eylül 2017, ss. 238-46, doi:10.17475/kastorman.266098.
Vancouver
1.İbrahim Yurtseven. Evaluation of Some Streamwater Quality Parameters Using with Multiple Statistical Methods in Mature Pinus sylvestris L. Forest Ecosystems. Kastamonu University Journal of Forestry Faculty. 01 Eylül 2017;17(2):238-46. doi:10.17475/kastorman.266098