普通克里格法中由弦效应引起的偏差:风险和解决方案

Pub Date : 2021-08-04 DOI:10.1080/25726838.2021.1959863
V. Miguel-Silva, B. Afonseca, J. Costa, A. H. S. Medeiros
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引用次数: 0

摘要

克里金的假设是研究区域在无限域中。在实践中,克里格是在一个有限的域中进行的,通常由地质学定义,沿着钻孔的一串样本通常在这个域中被截断。在克里格系统中,弦端样品受到更多的重量,因为他们较少筛选。这种特征被称为“弦效应”,在末端和中心样品系统不同的非平稳域中成为一个问题,例如(i)区域向中心富集或减少,或(ii)由于采样方法,末端样品部分被邻近区域的物质污染。在三个案例研究中,文献中有三种可用的方法和一种新颖的方法(Kriging with Adjusted clustering [KAD])应用于连续变量和分类变量。KAD显著改善了所有案例研究模型的结果。
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The bias caused by the String Effect in ordinary Kriging: risks and solutions
ABSTRACT Kriging relies on the assumption that the study area is within an infinite domain. In practice, Kriging is performed in a finite domain, generally defined by geology, and a string of samples along a drillhole is commonly truncated inside this domain. In the Kriging system, the string-end samples receive more weight as they are less screened. This feature is referred to as the ‘String Effect’ and becomes a concern in non-stationary domains in which the end and central samples are systematically different, such as (i) domains with grade enrichment or diminution towards the centre, or (ii) end samples are partially contaminated with material from adjacent domains due to sampling methods. Three methods available in the literature and one novel approach (Kriging with Adjusted Declustering [KAD]) are applied to continuous and categorical variables in three case studies. The KAD results in a significant improvement in the results of all case study models.
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