A simple kriging method incorporating multiscale measurements in geochemical survey

A simple kriging method incorporating multiscale measurements in geochemical survey
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DOI:
10.1016/j.gexplo.2008.06.003
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发表时间:
2009-05-01
影响因子:
3.9
通讯作者:
Zhu, Xingsheng
Zhu, Xingsheng
中科院分区:
地球科学2区
文献类型:
--
作者:
Li, Changjiang;Lu, Zhiming;Zhu, Xingsheng

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在这项研究中,我们提出了一个克里格算法,多尺度克里格模型,将地球化学数据在多尺度(多分辨率)。我们假设在不同的尺度上有许多测量,并且需要参数值的目标尺度可能与测量尺度不同。用浙江省8402个水系沉积物样品的钒地球化学数据和几个合成实例对该方法进行了说明。这些例子表明,通过合并所有尺度的测量值,估计的场优于使用任何单个尺度的测量值估计的场。该方法还允许我们在没有任何测量的尺度上估计参数场。由爱思唯尔公司出版
In this study, we propose a kriging algorithm, multiscale kriging model, to incorporate geochemical data observed at multiscales (multi resolutions). We assume that there are a number of measurements at different scales, and that the target scale at which the parameter values are needed may be different from the measurement scales. Several synthetic examples and the vanadium geochemical data from 8402 stream sediment samples in Zhejiang Province, China, have been used to illustrate the method. These examples demonstrate that, by incorporating measurements from all scales, the estimated field is better than the field estimated using measurements from any individual scale. This method also allows us to estimate a parameter field at the scale that does not have any measurements. Published by Elsevier B.V.