Application of geostatistical techniques in mapping topsoil and subsoil chemical composition

Tekin Susam1
1Department of Surveying Engineering, Faculty of Engineering and Natural Sciences, University of Gaziosmanpaşa, Tokat city, Turkey

Tóm tắt

Geostatistical techniques are commonly used for converting field measurements into continuous surface.The objective of this study was to show the better use of them in the interpolations of the topsoil and subsoil variables in an agricultural catchment.This study was conducted in a watershed basin in Tokat, Turkey in 2011. As an example, the spatial variability of pH, and two important heavy metal concentrations, Fe and Cu were examined. The soil samples were taken and analyzed at two depths (0-30 and 30-60 cm). After checking normality, stationary and outliers, the ordinary kriging and isotropic cokriging methods were conducted to infer the spatial distribution of variables selected by using training data set that contains 115 sample points and test data set that contain 27 sample points.The proposed method (cokriging), in which two or more variables are used, were compared with the method (kriging) in which one variable is used. The results showed that the approach, had higher accuracy statistics than the conventional kriging mapping method.

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Tài liệu tham khảo

Aiken, RM. Jawson, M.D. Grahammer, K. & Polymenopoulos, A.D. 1991. Positional, spatially correlated and random components of variability in carbon dioxide flux. J Environ Qual 20: 301 - 308.

Aksakal, E. Öztaş, T. & Özgül, M. 2011. Time-dependent changes in distribution patterns of soil bulk density and penetration resistance in a rangeland under overgrazing. Turk J Agric For 35:195 – 204

Burrough, P. & MacDonnell, R.A. 1998. Principles of geographical information systems. New York. Oxford Univ. Press

Anderson, P.R. & Christensen, T.H. 1988. Distribution Coefficients of Cd, Co, Ni, and Zn in Soils. J Soil Sci 39: 15 - 22.

Bonmati, M. Ceccanti, B. & Nanniperi, P. 1991. Spatial variability of phosphatase, urease, protease, organic carbon and total nitrogen in soil. Soil BiolBiochem 23: 391 - 396.

Cambardella, C.A. Moorman, T.B. Novak, JM. Parkin, TB. Karlen, D.L. & Turko, R.F. 1994. Fieldscale variability of soil properties in central Iowa soils. Soil SciSoc Am J 58: 1501 - 1511.

Chen, Y. & Barak, P. 1982. Iron nutrition of plants in calcareoussoils. Advances in Agronomy. Vol. 35.

ESRI Corperation Environmental System Research Institute. 2010. ArcMap Version 10.0 Users Guide. ESRI Inc Redlands CA. USA.

IITA. 1982. Automated and semi-automated methods of soil and plant analysis manual series No.7. IITA Ibadan-Nigeria.

Isaaks, E.H. & Srivastava, R.M. 1989. An introduction to applied geostatistics. New York NY, USA: Oxford University Press.

Journel, AG. & Huijbregts, H.J. 1991. Mining Geostatistics. Academic Press.

Lascano, R.J. & Hatfield, J.L. 1992. Spatial variability of evaporation along two transects of a bare soil. Soil SciSoc Am J 56: 341 - 346.

Lorenz, S.E. Hamon, R.E. McGrath, S.P. Holm, P.E. & Christensen, TH. 1994. Applications of Fertilizer Cations Affect Cadmium and Zinc Concentration in Soil Solutions and Uptake by Plants. Eur J Soil Sci 45: 159 - 165.

McAndrew, D.W., Loewen-Rudgers, L.A. and Racz, G.J. 1984. A growth study of copper nutritionof cereal and oilseed crops in organic soil. Can. J. Plant Sci. 64:505-510.

McLean, E.O. 1982. Soil pH and lime requirement. In: Methods of Soil Analysis, Part 2, Chemical and Microbiological Properties, 2nd ed (Ed. AL Page). Agronomy 9: 199-224.

Myers, J.C. 1997. Geostatistical error management. Van Nostrand Reinhold, New York.

Parkin, TB. 1993. Spatial variability of microbial process in soil a review. J Environ Qual 22: 409 - 411.

Rochette, P. Desjardins, R.L. & Pattey, E. 1991. Spatial and temporal variability of soil respiration in agricultural fields. Can J Soil Sci. 71: 189 - 196.

Rossi, R.E. Mulla, D.J. Journel, A.G. & Franz, E.H. 1992. Geostatistical tools for modeling and interpreting ecological spatial dependence. EcolMonogr 62: 277 - 314.

Soon, Y.K. & Bates, T.E. 1982. Chemical pools of cadmium, nickel and zinc in polluted soils and some preliminary indications of their availability to plants, J Soil Sci 33: 477 - 488.

Sutherland, R.A. Kessel, C.V. & Pennock, DJ. 1991. Spatial variability of nitrogen-15 natural abundance. Soil SciSoc Am J 55: 1339 - 1347.

Trangmar, B.B. Yost, R.S. & Uehara, G. 1985. Application of geostatistics to spatial studies of soil properties. AdvAgron 38: 45 - 93.

Tucker M.R., 1999. Their presence in North Carolina soils and role in plant nutrition. Essential Plant Nutrients: Agronomist-October 1999

Webster, R. 2001. Statistics to support soil research and their presentation. Eur J Soil Sci 52: 331 - 340.

Weisberg, S. 1985. Applied linear regression, Wiley series in probability and mathematical statistics, John Wiley & Sons: New York, 324 pp.

WHO. 2006. Preventing and controlling micronutrient deficiencies in populations affected by an emergency. Internet accessed on 13 December, 2012: http://www.who.int/nutrition/publications/WHO_WFP_UNICEFstatement.pdf ).

Wilding, L.P. 1985. Spatial variability: its documentation, accommodation and implication to soil surveys, pp. 166-194. In DR. Nielsen, J Bouma (eds.). Soil Spatial Variability: Pudoc, Wageningen, Netherlands.