Variance as a function of sample support size |
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| Authors: | R Zhang A W Warrick and D E Myers |
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| Institution: | (1) Department of Soil and Water Science, University of Arizona, 85721 Tucson, Arizona, U.S.A.;(2) Department of Mathematics, University of Arizona, 85721 Tucson, Arizona, U.S.A. |
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| Abstract: | The effect of sample support size on variance is examined and evaluated. Results based on variograms and geostatistics are compared to the classical relationship developed by H. F. Smith in 1938; that is, that the variance is reduced fromV
1
toV
1
/n
b as the support area increases from I ton plots for uniformity trials. The exponentb is between zero and one. Theoretical results are based on use of auxiliary functions and account for the size and shape of the sample support and the overall field geometry. Results are given in terms of approximations by rational functions for ease of calculation. Experimental results for uniformity trials, infiltration measurements, and spectral data from satellites are compared to theoretical and empirical results. Applications include not only uniformity trials, but also measurement theory. |
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| Keywords: | Variogram geostatistics sample support variance |
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