Spatial Relation of Apparent Soil Electrical Conductivity with Crop Yields and Soil Properties at Different Topographic Positions in a Small Agricultural Watershed

Use of electromagnetic induction (EMI) sensors along with geospatial modeling provide a better opportunity for understanding spatial distribution of soil properties and crop yields on a landscape level and to map site-specific management zones. The first objective of this research was to evaluate the relationship of crop yields, soil properties and apparent electrical conductivity (ECa) at different topographic positions (shoulder, backslope, and deposition slope). The second objective was to examine whether the correlation of ECa with soil properties and crop yields on a watershed scale can be improved by considering topography in modeling ECa and soil properties compared to a whole field scale with no topographic separation. This study was conducted in two headwater agricultural watersheds in southern Illinois, USA. The experimental design consisted of three basins per watershed and each basin was divided into three topographic positions (shoulder, backslope and deposition) using the Slope Position Classification model in ESRI ArcMap. A combine harvester equipped with a GPS-based recording system was used for yield monitoring and mapping from 2012 to 2015. Soil samples were taken at depths from 0–15 cm and 15–30 cm from 54 locations in the two watersheds in fall 2015 and analyzed for physical and chemical properties. The ECa was measured using EMI device, EM38-MK2, which provides four dipole readings ECa-H-0.5, ECa-H-1, ECa-V-0.5, and ECa-V-1. Soybean and corn yields at depositional position were 38% and 62% lower than the shoulder position in 2014 and 2015, respectively. Soil pH, total carbon (TC), total nitrogen (TN), Mehlich-3 Phosphorus (P), Bray-1 P and ECa at depositional positions were significantly higher compared to shoulder positions. Corn and soybeans yields were weakly to moderately (<±0.75) correlated with ECa. At the deposition position at the 0–15 cm depth ECa-H-0.5 was weakly correlated (r < ±0.50) with soil pH and was moderately correlated (r = ±0.50–±0.75) with organic matter (OM), calcium (Ca) and sulfur (S). Slope variation from 1%–20% at the research site had a strong influence on soil properties at watershed scale. When data from all topographic positions were combined together in all basins spatial interpolation between Mehlich-3 P and ECa-H-0.5 resulted in a larger cross validation RMSE compared to individual shoulder and backslope positions. Results demonstrated that topographic position should be considered while making correlations of ECa with soil properties. Methods of delineating topography positions presented in this paper can easily be replicated on other fields with similar landscape characteristics and EMI sensor based survey techniques can certainly improve and help in making detailed prediction maps of soil properties.

[1]  P. C. Robert,et al.  Relating Corn/Soybean Yield to Variability in Soil and Landscape Characteristics , 1996 .

[2]  A. Page Methods of soil analysis. Part 2. Chemical and microbiological properties. , 1982 .

[3]  K. Greer,et al.  Carbon distribution and losses: erosion and deposition effects , 1998 .

[4]  A. Y. Hanna,et al.  Soil Available Water as Influenced by Landscape Position and Aspect1 , 1982 .

[5]  S. Searcy,et al.  Apparent Electrical Conductivity, Soil Properties and Spatial Covariance in the U.S. Southern High Plains , 2005, Precision Agriculture.

[6]  Kenneth A. Sudduth,et al.  Comparison of electromagnetic induction and direct sensing of soil electrical conductivity , 2003 .

[7]  Kenneth A. Sudduth,et al.  Soil Electrical Conductivity as a Crop Productivity Measure for Claypan Soils , 1999 .

[8]  Igor V. Florinsky,et al.  Prediction of soil properties by digital terrain modelling , 2002, Environ. Model. Softw..

[9]  Nahuel Raúl Peralta,et al.  Delineation of management zones with soil apparent electrical conductivity to improve nutrient management , 2013 .

[10]  Stan Openshaw,et al.  Modifiable Areal Unit Problem , 2008, Encyclopedia of GIS.

[11]  C. T. Hallmark,et al.  Apparent electrical conductivity response to spatially variable vertisol properties , 2016 .

[12]  A. Kravchenko,et al.  Correlation of Corn and Soybean Grain Yield with Topography and Soil Properties , 2000 .

[13]  G. Bouyoucos Hydrometer Method Improved for Making Particle Size Analyses of Soils1 , 1962 .

[14]  Gary A. Peterson,et al.  Soil Attribute Prediction Using Terrain Analysis , 1993 .

[15]  Kenneth A. Sudduth,et al.  Estimating Plant-Available Water Capacity for Claypan Landscapes Using Apparent Electrical Conductivity , 2007 .

[16]  E. C. Doll,et al.  Topographic Effects on Spring Wheat Yields and Water Use , 1991 .

[17]  Gerard Govers,et al.  Tillage erosion and its effect on soil properties and crop yield in Denmark. , 2005, Journal of environmental quality.

[18]  J. Ritchie,et al.  Soil and soil organic carbon redistribution on the landscape , 2007 .

[19]  David E. Clay,et al.  Using soil electrical conductivity to improve nutrient management , 2003 .

[20]  T. S. Colvin,et al.  Relationship of Corn and Soybean Yield to Soil and Terrain Properties , 2004 .

[21]  Andreas G. Lazari,et al.  Soil electrical conductivity as a function of soil water content and implications for soil mapping , 2006, Precision Agriculture.

[22]  F. J. Pierce,et al.  Relating apparent electrical conductivity to soil properties across the north-central USA , 2005 .

[23]  Alan J. Schlegel,et al.  Management Effects on Soil Physical Properties in Long‐Term Tillage Studies in Kansas , 2006 .

[24]  J. Steibel,et al.  Cover crop effect on corn growth and yield as influenced by topography , 2014 .

[25]  G. Johnson,et al.  The effect of landscape position on biomass crop yield. , 2010 .

[26]  R. Lal,et al.  Adapting agriculture to drought and extreme events , 2012, Journal of Soil and Water Conservation.

[27]  T. Mueller,et al.  Soil Electrical Conductivity Map Variability in Limestone Soils Overlain by Loess , 2003 .

[28]  Donald G. Bullock,et al.  Relationship among Crop Grain Yield, Topography, and Soil Electrical Conductivity Studied with Cross‐Correlograms , 2003 .

[29]  N. Kitchen,et al.  Accuracy issues in electromagnetic induction sensing of soil electrical conductivity for precision agriculture , 2001 .

[30]  Noel A Cressie,et al.  Statistics for Spatial Data. , 1992 .

[31]  L. N. Mielke,et al.  Relationship of landscape position and properties to crop production , 1989 .

[32]  E. Brevik,et al.  The Effect of Changes in Bulk Density on Soil Electrical Conductivity as Measured with the Geonics EM‐38 , 2004 .

[33]  J. Kimball,et al.  Topographic and climatic controls on soil respiration in six temperate mixed‐hardwood forest slopes, Korea , 2003 .

[34]  Kenneth A. Sudduth,et al.  Relationship of Apparent Soil Electrical Conductivity to Claypan Soil Properties , 2005 .

[35]  T. Kelleners,et al.  Effects of Cropping Practices on Water-Use and Water Productivity of Dryland Winter Wheat in the High Plains Ecoregion of Wyoming , 2015 .

[36]  Margaret A. Oliver,et al.  Variograms of Ancillary Data to Aid Sampling for Soil Surveys , 2003, Precision Agriculture.

[37]  J. Schoonover,et al.  Comparison of Terrain Indices and Landform Classification Procedures in Low-Relief Agricultural Fields , 2016 .

[38]  Kenneth A. Sudduth,et al.  Estimating depths to claypans using electromagnetic induction methods , 1994 .

[39]  J. Huang,et al.  Spatial prediction of the exchangeable sodium percentage at multiple depths using electromagnetic inversion modelling , 2014 .

[40]  K. Thelen,et al.  Effect of Soil and Topographic Properties on Crop Yield in a North‐Central Corn–Soybean Cropping System , 2004 .

[41]  Kenneth A. Sudduth,et al.  Soil Electrical Conductivity and Topography Related to Yield for Three Contrasting Soil – Crop Systems , 2003 .

[42]  Jianguo Wu,et al.  The modifiable areal unit problem and implications for landscape ecology , 1996, Landscape Ecology.

[43]  Duning Xiao,et al.  Spatial variability of soil properties in relation to land use and topography in a typical small watershed of the black soil region, northeastern China , 2008 .

[44]  Eric C. Brevik,et al.  Evaluation of Electromagnetic Induction to Characterize and Map Sodium‐Affected Soils in the Northern Great Plains , 2011 .

[45]  E. Brevik,et al.  The use of electromagnetic induction techniques in soils studies , 2014 .

[46]  Margaret A. Oliver,et al.  Exploring the spatial relations between soil physical properties and apparent electrical conductivity , 2005 .

[47]  J. Anderson,et al.  Effects of tree species and topography on soil chemistry, litter quality, and decomposition in Northeast Turkey , 2005 .

[48]  R. Bryant,et al.  Maize (Zea mays L.) yield response to nitrogen as influenced by spatio-temporal variations of soil-water-topography dynamics , 2015 .

[49]  Dennis L. Corwin,et al.  Characterizing soil spatial variability with apparent soil electrical conductivity , 2005 .

[50]  R. Omonode,et al.  SPATIAL DEPENDENCE AND RELATIONSHIPS OF ELECTRICAL CONDUCTIVITY TO SOIL ORGANIC MATTER, PHOSPHORUS, AND POTASSIUM , 2006 .

[51]  Urs Schmidhalter,et al.  Characterisation of soil texture variability using the apparent soil electrical conductivity at a highly variable site , 2012, Comput. Geosci..

[52]  D. Corwin,et al.  Apparent soil electrical conductivity measurements in agriculture , 2005 .

[53]  G. Asner,et al.  Topographic controls on soil nitrogen availability in a lowland tropical forest , 2015 .

[54]  F. Yimer,et al.  Soil property variations in relation to topographic aspect and vegetation community in the south-eastern highlands of Ethiopia , 2006 .

[55]  N. R. Kitchena,et al.  Delineating productivity zones on claypan soil fields using apparent soil electrical conductivity , 2005 .

[56]  Robert S. Freeland,et al.  Soil Investigations using Electromagnetic Induction and Ground-Penetrating Radar in Southwest Tennessee , 2002 .

[57]  Henry Lin,et al.  Influences of soil, terrain, and crop growth on soil moisture variation from transect to farm scales , 2011 .

[58]  Lijian Yang,et al.  Management Effects on Relationships of Crop Yields with Topography Represented by Wetness Index and Precipitation , 2008 .

[59]  J. Iqbal,et al.  Relationships between Soil-Landscape and Dryland Cotton Lint Yield , 2005 .

[60]  K. Nelson,et al.  Soybean Response to Drainage and Subirrigation on a Claypan Soil in Northeast Missouri , 2011 .