Geostatistical analysis of sampling uncertainty at the Tollesbury Managed Retreat site in Blackwater Estuary, Essex, UK: Kriging and cokriging approach to minimise sampling density

被引:61
作者
Chang, YH [1 ]
Scrimshaw, MD [1 ]
Emmerson, RHC [1 ]
Lester, JN [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, TH Huxley Sch Environm Earth Sci & Engn, Environm Proc & Water Technol Grp, London SW7 2BP, England
基金
英国工程与自然科学研究理事会;
关键词
grid-sampling strategy; sampling uncertainty; semivariogram and cross-semivariogram; kriging and cokriging analysis; robust ANOVA; anisotropy;
D O I
10.1016/S0048-9697(98)00262-9
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Soil and sediment samples were collected from an area of low value agricultural land which has been allowed to flood through tidal inundation as a part of a coastal management scheme. A grid-sampling strategy was applied before and after a sea wall was breached. Sample properties (Al, Ca, Cd, Cr, Cu, Fe, K, Li, Mg, Mn, Na, Ni, Pb, Zn, water content and particle size) were analysed as the original data sets. Both full and reduced data sets were used to generate experimental semivariograms or cross-semivariograms prior to kriging and cokriging analysis. The results indicated that reduction of the original sampling density of almost 50% in 1995 and by 40% in 1996 would have resulted in no loss of spatial information. The analysis of data indicated that a 50% reduction in the 1995 data set was possible, however, estimation from only 19 sample points maybe statistically unreliable, and a minimum sample size of 28 is suggested for subsequent kriging and cokriging analysis in the study area. Comparison of the kriging technique and traditional robust ANOVA method for estimating the uncertainty in sampling indicates that the former method is more suited to data exhibiting an anisotropic spatial distribution. (C) 1998 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:43 / 57
页数:15
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