Five Geostatistical Models to Predict Soil Salinity from Electromagnetic Induction Data Across Irrigated Cotton

Various approaches have been used to estimate soil salinity (EC e ) at unsampled locations. Some of these approaches are briefly discussed. Of these, geostatistical methods such as ordinary kriging (OK1 and OK2), regression kriging (RK), three-dimensional kriging (3-DK), and cokriging (Co-K), provide best linear unbiased estimates (BLUE). These methods were tested with a raw electromagnetic induction instrument (Type EM38) in a soil electrical conductivity (EC, ) survey, and calibrated EC, data were obtained from an irrigated cotton (Gossypium hirsutum L.)-growing area in the Edgeroi district of the lower Namoi valley, northern New South Wales, Australia. We compared these methods, on the basis of precision and bias of estimation, and found that RK was the best performer. This is because of the incorporation of regression residuals within the kriging system. Mean and standard deviation of ranks (SDR) showed that Co-K performed best against these criteria.

[1]  Dennis L. Corwin,et al.  Mapping Soil Salinity Using Calibrated Electromagnetic Measurements , 1992 .

[2]  John Triantafilis,et al.  Creation and Interpolation of Continuous Soil Layer Classes in the Lower Namoi Valley , 2001 .

[3]  M. Wopereis,et al.  Soil salinization processes in rice irrigation schemes in the Senegal River Delta , 1997 .

[4]  James R. Carr,et al.  A FORTRAN program for three-dimensional cokriging with case demonstration , 1992 .

[5]  William T. Ward,et al.  Soils and Landscapes near Narrabri and Edgeroi, NSW, with Data Analysis using Fuzzy K-means , 1999 .

[6]  Alex B. McBratney,et al.  The use of region partitioning to improve the representation of geo statistically mapped soil attributes , 1991 .

[7]  Jacques Gallichand,et al.  Spatial interpolation of soil salinity and sodicity for a saline soil in Southern Alberta , 1992 .

[8]  Alex B. McBratney,et al.  Further Comparison of Spatial Methods for Predicting Soil pH , 1990 .

[9]  P. Boivin,et al.  Une méthode de cartographie de la salinité des sols: conductivité électromagnétique et interpolation par krigeage , 1989 .

[10]  Jan M. H. Hendrickx,et al.  Soil Salinity Assessment by Electromagnetic Induction of Irrigated Land , 1992 .

[11]  D. Myers Matrix formulation of co-kriging , 1982 .

[12]  D. R. Nielsen,et al.  The Use of Cokriging with Limited Field Soil Observations 1 , 1983 .

[13]  David J. Strauss,et al.  Spatial Prediction of Soil Salinity Using Electromagnetic Induction Techniques: 2. An Efficient Spatial Sampling Algorithm Suitable for Multiple Linear Regression Model Identification and Estimation , 1995 .

[14]  D. R. Cameron,et al.  MAPPING SALINITY USING RESISTIVITY AND ELECTROMAGNETIC INDUCTIVE TECHNIQUES , 1981 .

[15]  Marc Voltz,et al.  A comparison of kriging, cubic splines and classification for predicting soil properties from sample information , 1990 .

[16]  D. Corwin,et al.  Water Content Effect on Soil Salinity Prediction: A Geostatistical Study Using Cokriging , 1995 .

[17]  John Triantafilis,et al.  Calibrating an Electromagnetic Induction Instrument to Measure Salinity in Soil under Irrigated Cotton , 2000 .

[18]  R. Yost,et al.  Spatial Dependence and Interpolation of Soil Properties in West Sumatra, Indonesia: II. Co‐regionalization and Co‐kriging , 1986 .

[19]  A. McBratney,et al.  Further results on prediction of soil properties from terrain attributes: heterotopic cokriging and regression-kriging , 1995 .

[20]  Scott M. Lesch,et al.  Spatial Prediction of Soil Salinity Using Electromagnetic Induction Techniques: 1. Statistical Prediction Models: A Comparison of Multiple Linear Regression and Cokriging , 1995 .

[21]  Alex B. McBratney,et al.  Spatial prediction of soil properties from landform attributes derived from a digital elevation model , 1994 .

[22]  A. Warrick,et al.  Estimating Soil Water Content Using Cokriging1 , 1987 .

[23]  T. Entz,et al.  SOIL SALINITY AND SAND CONTENT VARIABILITY DETERMINED BY TWO STATISTICAL METHODS IN AN IRRIGATED SALINE SOIL , 1988 .

[24]  Alex B. McBratney,et al.  Comparison of several spatial prediction methods for soil pH , 1987 .

[25]  R. Webster,et al.  Optimal interpolation and isarithmic mapping of soil properties: I The semi‐variogram and punctual kriging , 1980, European Journal of Soil Science.

[26]  G. Marsily,et al.  Comparison of geostatistical methods for estimating transmissivity using data on transmissivity and specific capacity , 1987 .