Experimental design issues and statistical evaluation techniques for site-specific management

Carol A. Gotway Crawford, Donald G. Bullock, Francis J. Pierce, Walter W. Stroup, Gary W. Hergert, Kent M. Eskridge

Research output: Chapter in Book/Report/Conference proceedingChapter

1 Scopus citations

Abstract

This chapter discusses some of the important issues that have arisen in designing experiments to evaluate site-specific management (SSM), to clarify some of the statistical considerations inherent in these issues, and to provide statistical techniques and methodology useful for designing SSM experiments and analyzing the resulting data. Evaluation of SSM, the choice of experimental units, and blocking all require knowledge of field conditions that is relevant to variation known to affect the response variable of interest in the experiment. Any SSM technology must be evaluated across a range of conditions typical of those existing in a farmer’s field across a variety of climates and environmental conditions. In SSM, response surface methodology may be useful in designing experiments to identify and quantify important factors affecting SSM. The use of uniform fields for SSM experiments would clearly be undesirable since spatial variability is necessary for the optimal performance of variable rate treatments.

Original languageEnglish (US)
Title of host publicationThe State of Site-Specific Management for Agriculture
Publisherwiley
Pages301-335
Number of pages35
ISBN (Electronic)9780891182627
ISBN (Print)9780891181347
DOIs
StatePublished - Nov 2 2015

Keywords

  • Environmental factors
  • Experimental design issues
  • Field characterization
  • Response surface methodology
  • Site-specific management
  • Spatial variability
  • Statistical evaluation techniques

ASJC Scopus subject areas

  • Engineering(all)
  • Agricultural and Biological Sciences(all)

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