Implementing precision agriculture in the 21st century.

Abstract Precision agriculture has generated a very high profile in the agricultural industry over the last decade of the second millennium—but the fact of ‘within-field spatial variability’, has been known for centuries. With the advent of the satellite-based Global Positioning System, farmers gained the potential to take account of spatial variability. The topic has been ‘technology-driven’ and so many of the engineering developments are in place, with understanding of the biological processes on a localized scale lagging behind. Nonetheless, further technology development is required, particularly in the area of sensing and mapping systems to provide spatially related data on crop, soil and environmental factors. Precision agriculture is ‘information-intense’ and could not be realized without the enormous advances in networking and computer processing power. Precision agriculture, as a crop management concept, can meet much of the increasing environmental, economic, market and public pressures on arable agriculture. By the end of the new decade, most arable enterprises will have taken on the concept on a whole-farm basis.

[1]  J. V. Stafford,et al.  Practical applications of soil electrical conductivity mapping. , 1999 .

[2]  Bradford W. Parkinson,et al.  Global positioning system : theory and applications , 1996 .

[3]  Richard B. Langley GLONASS: REVIEW AND UPDATE. , 1997 .

[4]  J. V. Stafford,et al.  Grain quality variations within fields of malting barley. , 1999 .

[5]  I. Ohlsson Book reviewSite-specific management for agricultural systems: P.C. Robert, R.H. Rust and W.E. Larson (Editors). American Society of Agronomy, Crop Science Society of America, and Soil Science Society of America, Madison, WI, 1995. ISBN 0-89118-127-X, Paperback, 993 pp., US$ 39 , 1996 .

[6]  J. V. Stafford,et al.  In-field location using GPS for spatially variable field operations , 1994 .

[7]  Kenneth A. Sudduth,et al.  Electromagnetic Induction Sensing as an Indicator of Productivity on Claypan soils , 2015 .

[8]  M. D. Steven,et al.  Satellite remote sensing for agricultural management: opportunities and logistic constraints , 1993 .

[9]  A. Bondeau,et al.  Combining agricultural crop models and satellite observations: from field to regional scales , 1998 .

[10]  H. Auernhammer Requirements for a Standard for Tractor-Implement Communications , 1993 .

[11]  J. de Baerdemaeker,et al.  Continuous wheat yield measurement on a combine , 1991 .

[12]  Per Enge,et al.  Surveying with the Global Positioning System , 1996 .

[13]  Gérard Lachapelle,et al.  GPS UNDER COVER : THE EFFECT OF FOLIAGE ON VEHICULAR NAVIGATION , 1995 .

[14]  A. Munack,et al.  Prospects in agricultural engineering in the information age : technological developments for the producer and the consumer , 1999 .

[15]  J. V. Stafford,et al.  Interpolation techniques for creating digital elevation models. , 1999 .

[16]  M. S. Moran,et al.  Combining multifrequency microwave and optical data for crop management , 1997 .

[17]  J. V. Stafford,et al.  Dynamic Sensing of Soil Pans , 1988 .

[18]  Stephen W. Searcy,et al.  Mapping of Spatially Variable Yield During Grain Combining , 1989 .

[19]  G. S. Gordon Navigation systems integration , 1998 .

[20]  R. Lark,et al.  Classification as a first step in the interpretation of temporal and spatial variation of crop yield , 1997 .

[21]  J. V. Stafford,et al.  Sensing and mapping grain yield variation , 1991 .

[22]  John Spiller,et al.  Planning of Future Satellite Navigation Systems , 1999 .

[23]  J. V. Stafford,et al.  An investigation into the within-field spatial variability of grain quality. , 1999 .

[24]  John A. Marchant,et al.  Model Based Tracking for Navigation and Segmentation , 1998, ECCV.

[25]  H. L. Dijksterhuis,et al.  Centimetre-precision guidance of moving implements in the open field: a simulation based on GPS measurements. , 1998 .

[26]  T. Eden,et al.  The influence of soil heterogeneity on the growth and yield of successive crops , 1928, The Journal of Agricultural Science.

[27]  J. V. Stafford,et al.  Spatially selective application of herbicide to cereal crops , 1993 .

[28]  David Zilberman,et al.  Financial incentives and pesticide use , 1997 .

[29]  J. V. Stafford,et al.  Weed detection using canopy reflectance. , 1999 .

[30]  J. Stafford,et al.  Developing strategies for spatially variable nitrogen application. , 1999 .