Delineation of management zones based on soil mechanical-chemical properties to apply variable rates of inputs throughout a field (VRA)

Abstract In the present investigation, field tests were carried out on a field belonging to a farm in the center of Italy. Wheat (Triticum durum) yield maps were acquired for three consecutive growing seasons (2007–2010) with a combine harvester, equipped with grain mass flow sensor, GPS and Precision Land Management Software. At the end of the third season, in the same field, a georeferenced grid sampling to investigate the soil physical-chemical properties, and to produce interpolated maps describing within field spatial variability was performed. The measured parameters were structural stability, water content, shear strength, and total Nitrogen. In order to identify potential management zones and yield limiting factors, two cluster analyses, based on fuzzy algorithm, were conducted considering the acquired soil parameters. The mean value of the three years yield was considered in the evaluation of the performance of the multivariate classification, rather than as layer for delineating management zones. In the field conditions of the performed tests, results show that shear strength and structural stability were the most significant limiting factors for the wheat yield.

[1]  R. Godwin,et al.  A Review of the technologies for mapping within-field variability , 2003 .

[2]  Jian Yu,et al.  Analysis of the weighting exponent in the FCM , 2004, IEEE Trans. Syst. Man Cybern. Part B.

[3]  Gerardo Beni,et al.  A Validity Measure for Fuzzy Clustering , 1991, IEEE Trans. Pattern Anal. Mach. Intell..

[4]  R. Yost,et al.  Spatial Variation of Soil Properties and Rice Yield on Recently Cleared Land , 1987 .

[5]  P. C. Robert,et al.  Management zone delineation methods. , 2003 .

[6]  Jeffrey G. White,et al.  Spatial variability of Southeastern U.S. Coastal Plain soil physical properties: Implications for site-specific management , 2007 .

[7]  D. Mulla,et al.  A comparison of winter wheat yield and quality under uniform versus spatially variable fertilizer management , 1992 .

[8]  J. Bezdek,et al.  FCM: The fuzzy c-means clustering algorithm , 1984 .

[9]  Sakae Shibusawa,et al.  Multiple-depth mapping of soil properties using a visible and near infrared real-time soil sensor for a paddy field , 2015 .

[10]  Randal K. Taylor,et al.  Using Cone Index Data to Explain Yield Variation Within a Field , 2002 .

[11]  Zhou Shi,et al.  Delineation of site-specific management zones using fuzzy clustering analysis in a coastal saline land , 2007 .

[12]  Weina Wang,et al.  On fuzzy cluster validity indices , 2007, Fuzzy Sets Syst..

[13]  M. Shao,et al.  Temporal stability of soil water storage in diverse soil layers , 2012 .

[14]  Peng Gao,et al.  Determination of site-specific management zones using soil physico-chemical properties and crop yields in coastal reclaimed farmland , 2014 .

[15]  Newell R. Kitchen,et al.  Multidisciplinary Teams: A Necessity for Research in Precision Agriculture Systems , 2007 .

[16]  J. M. Silva,et al.  Delineation of management zones using mobile measurements of soil apparent electrical conductivity and multivariate geostatistical techniques , 2010 .

[17]  Philippe De Smedt,et al.  Key variables for the identification of soil management classes in the aeolian landscapes of north–west Europe , 2013 .

[18]  M. R. Neishabouri,et al.  Delineation of site specific nutrient management zones for a paddy cultivated area based on soil fertility using fuzzy clustering , 2012 .

[19]  F. D. Whisler,et al.  Analysis of a precision agriculture approach to cotton production , 2001 .

[20]  J. Baerdemaeker,et al.  Yield variability related to landscape properties of a loamy soil in central Belgium , 2006 .

[21]  Dale F. Heermann,et al.  Evaluating Soil Color with Farmer Input and Apparent Soil Electrical Conductivity for Management Zone Delineation , 2004 .

[22]  A. Konopka,et al.  FIELD-SCALE VARIABILITY OF SOIL PROPERTIES IN CENTRAL IOWA SOILS , 1994 .

[23]  Zhou Shi,et al.  Delineation of Site-Specific Management Zones Based on Temporal and Spatial Variability of Soil Electrical Conductivity , 2007 .

[24]  Gary A. Peterson,et al.  Multivariate approach to N and P recommendations in variable rate fertilizer applications. , 1999 .

[25]  N. Lamaddalena,et al.  Average moisture saturation effects on temporal stability of soil water spatial distribution at field scale , 2011 .

[26]  S. Pellegrini,et al.  Effects on some soil qualities in central Italy following the passage of four wheel drive tractor fitted with single and dual tires , 2005 .

[27]  J. Hummel,et al.  Spatial Analysis of Soil Fertility for Site-Specific Crop Management , 1994 .

[28]  José Martínez-Fernández,et al.  Temporal Stability of Soil Moisture in a Large‐Field Experiment in Spain , 2003 .

[29]  Dionissios Kalivas,et al.  Decision support system for nitrogen fertilization using fuzzy theory , 2011 .

[30]  Alex B. McBratney,et al.  Application of fuzzy sets to climatic classification , 1985 .

[31]  J. Deckers,et al.  World Reference Base for Soil Resources , 1998 .

[32]  J. De Baerdemaeker,et al.  Management zones based on correlation between soil compaction, yield and crop data , 2005 .

[33]  B. Kay,et al.  Factors contributing to temporal stability in spatial patterns of water content in the tillage zone , 2001 .

[34]  P. Servadio,et al.  SOIL MAPPING TO ASSESS WORKABILITY IN CENTRAL ITALY AS CLIMATE CHANGE ADAPTATION TECHNIQUE , 2014 .

[35]  T. Keller,et al.  Using field measurement of saturated soil hydraulic conductivity to detect low-yielding zones in three Swedish fields , 2012 .

[36]  Peter A. Burrough,et al.  Fuzzy mathematical methods for soil survey and land evaluation , 1989 .

[37]  T. Jackson,et al.  Watershed scale temporal and spatial stability of soil moisture and its role in validating satellite estimates , 2004 .

[38]  Wilson Esquivel,et al.  Field testing of an automatic control system for variable rate fertilizer application , 2015, Comput. Electron. Agric..

[39]  M. T. Barral,et al.  Comparison of the structural stability of pasture and cultivated soils. , 2007, The Science of the total environment.

[40]  Michael R. Anderberg,et al.  Cluster Analysis for Applications , 1973 .

[41]  V. J. Rayward-Smith,et al.  Fuzzy Cluster Analysis: Methods for Classification, Data Analysis and Image Recognition , 1999 .

[42]  James S. Schepers,et al.  Appropriateness of Management Zones for Characterizing Spatial Variability of Soil Properties and Irrigated Corn Yields across Years , 2004, Agronomy Journal.

[43]  P. Servadio Compaction Effects of Green Vegetable Harvester Fitted with Different Running Gear Systems and Soil-Machinery Relationship , 2013 .

[44]  P. Servadio,et al.  Applications of empirical methods in central Italy for predicting field wheeled and tracked vehicle performance , 2010 .

[45]  C. Daughtry,et al.  Temporal stability in soil water content patterns across agricultural fields , 2008 .

[46]  S. Ayoubi,et al.  In situ surface shear strength as affected by soil characteristics and land use in calcareous soils of central Iran , 2015 .

[47]  Luca Brocca,et al.  Soil moisture temporal stability over experimental areas in Central Italy. , 2009 .

[48]  Donald Gustafson,et al.  Fuzzy clustering with a fuzzy covariance matrix , 1978, 1978 IEEE Conference on Decision and Control including the 17th Symposium on Adaptive Processes.

[49]  R. M. Lark,et al.  Approaches to Management Zone Definition for Use of Nitrification Inhibitors , 2003 .

[50]  Clyde W. Fraisse,et al.  Management Zone Analyst (MZA) , 2004, Agronomy Journal.

[51]  Rodrigo Ortega,et al.  Determination of management zones in corn (Zea mays L.) based on soil fertility , 2007 .

[52]  G. Vachaud,et al.  Temporal Stability of Spatially Measured Soil Water Probability Density Function , 1985 .

[53]  A. B. McBratney,et al.  Identifying Potential Within-Field Management Zones from Cotton-Yield Estimates , 2002, Precision Agriculture.

[54]  Alex B. McBratney,et al.  Fuzzy‐c‐Means and Kriging for Mapping Soil as a Continuous System , 1992 .

[55]  T. Jackson,et al.  Temporal persistence and stability of surface soil moisture in a semi-arid watershed , 2008 .

[56]  J. Schepers,et al.  Site‐Specific Considerations for Managing Phosphorus , 2000 .

[57]  G. Starr,et al.  Assessing temporal stability and spatial variability of soil water patterns with implications for precision water management , 2005 .

[58]  Mónica Balzarini,et al.  Subfield management class delineation using cluster analysis from spatial principal components of soil variables , 2013 .

[59]  Lee H. MacDonald,et al.  Spatial Variability of Measured Soil Properties across Site-Specific Management Zones , 2005 .

[60]  Brian L. Steward,et al.  Methodology to link production and environmental risks of precision nitrogen management strategies in corn , 2006 .

[61]  J. C. Taylor,et al.  Soil Factors and their Influence on Within-field Crop Variability, Part II: Spatial Analysis and Determination of Management Zones , 2003 .