Abstract
Researchers from Colorado State University, in collaboration with scientists from the United States Department of Agriculture (USDA), initiated a long-term multi-disciplinary study in precision agriculture in 1997. Site-specific management zones (SSMZ) were investigated as a means of improving nitrogen management in irrigated maize cropping systems. The objective was to develop precise nutrient management strategies for semi-arid irrigated cropping systems. This study was conducted in five fields in northeastern Colorado, USA. Two techniques for delineating management zones were developed and compared: SSMZ and yield-based management zones (YBMZ). Nitrogen uptake and grain yield differences among SSMZs were compared as were soil properties. Both management zone techniques were used to divide fields into smaller units that were different with regard to productivity potential (e.g., high zones had high productivity potential while low zones had low productivity potential). Economic analysis was also performed. Based on grain yield productivity, the SSMZs performed better than the YBMZ technique in most cases. Grain yield and N uptake between the low and high productivity management zones were statistically different for most site-years and N fertilizer rates (p < 0.05). Soil properties helped to explain the productivity potential of the management zones. The low SSMZ was markedly different from the high SSMZ based on bulk density, organic carbon, sand, silt, porosity and soil moisture. Net returns ranged from 188 to 679 USD ha−1. In two out of three site-years the variable yield goal strategy resulted in the largest net returns. In this study, the SSMZ approach delineates areas of different productivity accurately across the agricultural fields. The SSMZs are different with regard to soil properties as well as grain yield and N uptake. Site-specific management zones are an inexpensive and pragmatic approach to precise N management in irrigated maize.
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References
Bowers, S. A., & Hanks, R. J. (1965). Reflection of radiant energy from soils. Journal of Soil Science, 2, 130–138.
Campbell, J. B. (2002). Introduction to remote sensing (3rd ed.). New York, USA: The Guilford Press.
Coleman, T. L., & Montgomery, O. L. (1987). Soil moisture, organic matter and iron content effects on the spectral characteristics of selected vertisols and alfisols of Alabama. Photogrammetric Engineering and Remote Sensing, 53, 1659–1663.
Coleman, T. L., & Tadesse W. (1995). Differentiating soil physical properties from multiple band DOQ data. Journal of Soil Science, 160, 81–91.
Colvin, T. S., Jaynes, K. B., Karlen, D. L., Laird, D. A., & Ambuel, J. R. (1997). Yield variability within a central Iowa field. Transactions of the American Society of Agricultural Engineers, 40, 883–889.
Cressie, N. (1993). Statistics for spatial data (Rev. ed.). Wiley and Sons, New York, USA.
Delgado, J. A., Ristau, R. J., Dillon, M. A., Duke, H. R., Stuebe, A., Follett, R. F., Shaffer, M. J., Riggenbach, R. R., Sparks, R. T., Thompson, A., Kawanabe, L. M., Kunugi, A., & Thompson, K. (2001). Use of innovative tools to increase nitrogen use efficiency and protect environmental quality in crop rotations. Communications in Soil Science and Plant Analysis, 32, 1321–1354.
Dinnes, D. L., Karlen, D. K., Jaynes, D. B., Kaspar, T. C., Hatfield, J. L., Colvin, T. S., & Cambardella, C. A. (2002). Nitrogen management strategies to reduce nitrate leaching in tile-drained midwestern soils. Agronomy Journal, 94, 153–171.
Doerge, T. (1999). Defining management zones for precision farming. Crop Insight, 8, 1–5.
Donahue, R. L., Miller, R. W., & Shickluna, J. C. (1983). Soils: An introduction to soils and plant growth (5th ed.). New Jersey, USA: Prentice-Hall Inc.
Ferguson, R. B., Gotway, C. A., Hergert, G. W., & Peterson, T. A. (1996). Soil sampling for site-specific nitrogen management. In P. C. Robert, R. H. Rust, & W. E. Larson (Eds.), Precision agriculture. Proceedings of the 3rd International Conference of the ASA, CSSA, and SSSA, Madison, WI, USA.
Fleming, K. L., Heermann, D. F., & Westfall, D. G. (2004). Evaluating soil color with farmer input and apparent soil electrical conductivity for management zone delineation. Agronomy Journal, 96, 1581–1587.
Fleming, K. L., Westfall, D. G., & Bausch, W. C. (2000). Evaluating management zone technology and grid soil sampling for variable rate nitrogen application. In P.C. Roberts, et al. (Eds.), Proceedings of the 5th International Conference of the ASA, CSSA, and SSSA, Madison, WI, USA.
Fraisse, C. W., Sudduth, K. A., Kitchen, N. R., & Fridgen, J. J. (1999). Use of unsupervised clustering algorithms for delineating within-field management zones. ASAE Paper No. 993043. St. Joseph, MI: American Society of Agricultural Engineers.
Franzen D. W., Hopkins, D. H., Sweeney, M. D., Ulmer, M. K., & Halvorson, A. D. (2002). Evaluation of soil survey scale for zone development of site-specific nitrogen management. Agronomy Journal, 94, 381–389.
Fridgen, J. J., Kitchen, N. R., & Sudduth, K. A. (2000). Variability of soil and landscape attributes within sub-field management zones. In P. C. Roberts, et al. (Eds.), Precision agriculture. Proceedings of the 5th International Conference of the ASA, CSSA, and SSSA, Madison, WI, USA.
Gee, G. W., & Bauder, J. W. (1986). Particle size analysis. In A. Klute (Ed.), Methods of soil analysis, Part I (pp. 404–408). Madison, WI, USA: American Society of Agronomy.
Gotway, C. A., Fergusun, R. B., Hergert, G. W., & Peterson, T. A. (1996). Comparison of kriging and inverse-distance methods for mapping soil parameters. Journal of the Soil Science Society of America, 60, 1237–1247.
Hoag, D., & Vandenberg, B. (2003). Profit and loss enterprise budget generator. Release 2.0 [Online]. Available at http://dare.agsci.colostate.edu/extension/pubs.html (verified 17 October 2007). Fort Collins: Colorado State Univ. and USDA-ARS Northern Plains Area.
Hornung, A., Khosla, R., Reich, R. M., Inman, D., & Westfall, D. G. (2006). Comparison of site-specific management zones: soil-color based and yield-based. Agronomy Journal, 98, 407–415.
Inman, D. J., Freeland, R. S., Ammons, J. T., & Yoder, R. E. (2002). Soil investigations using electromagnetic induction and ground-penetrating radar in Southwest Tennessee. Journal of the Soil Science Society of America, 66, 206–211.
Inman, D., Khosla, R., Frasier, W. M., Westfall, D. G., & Koch, B. (2007). Profitability of site-specific nitrogen management strategies across soil color-based management zones. In J. V. Stafford (Ed.), Precision agriculture ‘07. Wagenigen, The Netherlands: Wagenigen Academic Publishers.
Inman, D., Khosla, R., & Westfall, D. G. (2005). Nitrogen uptake across site-specific management zones in irrigated corn production systems. Agronomy Journal, 97, 169–176.
Jaynes, D. B., Hatfield, J. L., & Meek, D. W. (1999). Water quality in Walnut Creek watershed: Herbicides and nitrate in surface waters. Journal of Environmental Quality, 28, 45–59.
Johnson, C. K., Doran, J. W., Duke, H. R., Wienhold, B. J., Eskridge, K. M., & Shanahan, J. F. (2001). Field-scale electrical conductivity mapping for delineating soil condition. Journal of the Soil Science Society of America, 65, 1829–1837.
Johnson, C. K., Mortensen, D. A., Wienhold, B. J., Shanahan, J. F., & Doran, J. W. (2003). Site-specific management zones based on soil electrical conductivity in a semiarid cropping system. Agronomy Journal, 95, 303–315.
Khosla, R., & Alley, M. M. (1999). Soil-specific nitrogen management on Mid-Atlantic Coastal Plain soils. Better Crops, 83, 6–7.
Khosla R., Fleming, K. L., Delgado, J. A., Shaver, T. M., & Westfall, D. G. (2002). Use of site-specific management zones to improve nitrogen management for precision agriculture. Journal of Soil and Water Conservation, 57, 513–518.
Kitchen, N. R., Hughes, D. F., Sudduth, K. A., & Birrell, S. J. (1995). Comparisons of variable rate to single rate nitrogen fertilizer application: Corn production and residual soil NO3-N. In P. C. Roberts, et al. (Eds.), Site-specific management for agricultural systems. Proceedings of the 2nd International Conference on Precision Agriculture, 27–30 March 1994, Minneapolis, MN. Madison, WI: ASA.
Koch, B., Khosla, R., Frasier, M., Westfall, D. G., & Inman, D. (2004). Economic feasibility of variable rate nitrogen application utilizing site-specific management zones. Agronomy Journal, 96, 1572–1580.
Kravenchenko, A. N., & Bullock, D. G. (2000). Correlation of corn and soybean grain yield with topography and soil properties. Agronomy Journal, 92, 75–83.
Lamb, J. A., Anderson, J. L., Rehm, G. W., & Dowdy, R. H. (1996). Grain yield stability in continuous corn and corn-soybean cropping systems on a sandy landscape. In P.C. Roberts, et al. (Eds.), Precision agriculture. Proceedings of the 3rd International Conference, 23–26 June 1996, Bloomington, MN (pp. 417–424). Madison, WI: ASA, CSSA, and SSA.
Landis, R. J., & Koch, G. G. (1977). The measurement of observer agreement for categorical data. Biometrics, 33, 159–174.
Lobell, D. B., & Asner, G. P. (2002). Moisture effects on soil reflectance. Journal of the Soil Science Society of America, 66, 722–727.
Luchiari, A., Shanahan, J., Francis, D., Schlemmer, M., Schepers, J., Liebig, M., Schepers, A., & Payton, S. (2000). Strategies for establishing management zones for site specific nutrient management. In P. C. Roberts, et al. (Eds.), Precision agriculture. Proceedings of the 5th International Conference of the ASA, CSSA, and SSSA, Madison, WI, USA.
MacQueen, J. B. (1967). Some methods for classification and analysis of multivariate observations. In Proceedings of 5th Berkeley Symposium on Mathematical Statistics and Probability (Vol. 1, pp. 281–297). Berkeley: University of California Press.
Mamo, M, Malzer, G. L., Mulla, D. J., Huggins, D. R., & Strock, J. (2003). Spatial and temporal variation in economically optimum nitrogen rate for corn. Agronomy Journal, 95, 958–964.
Mielke, P. W. Jr. (1991). The application of multivariate permutation methods based on distance functions in the earth sciences. Earth-Science Reviews, 31, 55–71.
Mortvedt, J. J., Westfall, D. G., & Croissant, R. L. (1996). Fertilizer suggestions for corn. Colorado State University Cooperative Extension, Service in Action. No. 0.538. Fort Collins, USA: Published by Colorado State University.
Mulla, D. J., & Bhatti, A. U. (1997). An evaluation of indicator properties affecting spatial patterns in N and P requirements for winter wheat yield. In J. V. Stafford (Ed.), Precision agriculture ‘97, Proceedings of the 1st European Conference on Precision Agriculture (pp. 145–153). Oxford, UK: BIOS Scientific Publishers.
Mzuku, M, Khosla, R., Reich, R., Inman, D., Smith, F., & MacDonald, L. (2005). Spatial variability of measured soil properties across soil color-based management zones. Soil Science Society of America Journal, 69, 1572–1579.
Nelson, D. W., & Sommers, L. E. (1996). Total carbon, organic carbon, and organic matter. In D. L. Sparks (Ed.), Methods of soil analysis, chemical methods (pp. 961–1010). Madison WI, USA: American Society of Agronomy.
Neter, J., Kunter, M. H, Nachtscheim, C. J., & Wasserman, W. (1996). Applied linear regression models (3rd ed.), McGraw-Hill/Irwin Publishers.
Nolan, S. C., Goddard, T. W., & Lohstraeter, G. (2000). Assessing management units on rolling topography. In P. C. Robert et al. (Ed.), Precision agriculture. Proc. Int. Conf., 5th, Bloomington, MN. 16–19. July 2000. Madison, WI: ASA, CSSA, and SSSA.
Pilesjö, P., Thylén, L., & Persson, A. (2005). Topographical data for delineation of agricultural management zones. In J. V. Stafford (Ed.), Precision Agriculture ‘05. Proceedings of the 5th European Conference on Precision Agriculture (pp. 819–826). Wageningen Academic Publishers, Wageningen, The Netherlands.
Randall, G. W., Huggins, D. R., Russelle, M. P., Fuchs, D. J., Nelson, W. W., & Anderson, J. L. (1997). Nitrate losses through subsurface tile drainage in conservation reserve program, alfalfa, and row crop systems. Journal of Environmental Quality, 26, 1240–1247.
Ray, S. S., Singh, J. P., Das, G., & Panigrahy, S. (2004). Use of high resolution remote sensing data for generating site-specific soil management plan. International Archives of the Photogrammetry, Remote Sensing, and Spatial Information Science, XXXV-B7, 127–132.
Sawyer, J. E. (1994). Concepts of variable rate technology with considerations for fertilizer application. Journal of Production Agriculture, 7, 195–201.
Stafford, J. V., Clark, R. M., & Bolam, H. C. (1998). Using yield maps to regionalize fields into potential management units. In P.C. Roberts et al. (Ed.), Precision agriculture. Proceedings of the 4th International Conference, 19–22 July 1998, St. Paul, MN. Madison, WI: ASA, CSSA, and SSA.
Weed, D. A. J., & Kanwar, R. S. (1996). Nitrate and water present in and flowing from root-zone soil. Journal of Environmental Quality, 25, 709–719.
Yang, C., Anderson, G. L., Everitt, J. H., & Escobar, D. E. (1998). Mapping plant growth and yield variations from aerial digital videography. In Proceedings of the 1st International Conference on Geospatial Information in Agriculture and Forestry, 1–3 June 1998, LakeBuena Vista, FL (Vol. 2, pp. 577–586). Ann Arbor, MI: ERIM International Inc.
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Khosla, R., Inman, D., Westfall, D.G. et al. A synthesis of multi-disciplinary research in precision agriculture: site-specific management zones in the semi-arid western Great Plains of the USA. Precision Agric 9, 85–100 (2008). https://doi.org/10.1007/s11119-008-9057-1
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DOI: https://doi.org/10.1007/s11119-008-9057-1