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Uncertainty propagation using some common mixing rules for the modelling and interpretation of electromagnetic data

机译:使用一些常见的混合规则对电磁数据进行建模和解释的不确定性传播

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摘要

This study deals with the calculation of the uncertainty that occurs when one wants to estimate the porosity of a mixture from its electric and electromagnetic response. The uncertainty when estimating the electric and/or electromagnetic response (conductivity, permittivity or magnetic permeability) of a saturated granular medium, from the responses of its components has also been calculated. Some of the most common mixing rules used in geophysics have been analysed. Particular atten-tion has been paid to the uncertainties that can be encountered in field surveys in order to make the user aware of the range of variability of the results. A comparative analysis shows that in the poros-ity range (10% < φ <25%), some commonly used mixing rules can lead to results that differ by even 100%. In the same porosity range, when uncertainty bars are considered, some mixing rules show such overlapped uncertainty bands that the choice among different mixing rules seems to depend more on the achievable uncertainty than the physical hypotheses on which they are built. In fully saturated materials, such as in river bed sediments or in the saturated zone of aquifers, the estima-tion of the water content can easily be affected by an uncertainty of 10%. Particular attention should therefore be paid when dealing with multi-phase materials: the Archie mixing rule, for example, when applied to low saturated, loose material, may give rise to high uncertainties.
机译:这项研究涉及当人们想根据混合物的电和电磁响应来估计其孔隙率时所发生的不确定性的计算。还已经计算了从饱和颗粒状介质的组分响应来估计其电和/或电磁响应(电导率,介电常数或磁导率)时的不确定性。分析了地球物理中使用的一些最常见的混合规则。为了使用户知道结果变化的范围,已经特别注意了现场调查中可能遇到的不确定性。对比分析表明,在孔隙率范围内(10%<Φ<25%),一些常用的混合规则可能导致结果相差甚至100%。在相同的孔隙率范围内,当考虑不确定度条时,一些混合规则显示出如此重叠的不确定性带,以至于不同混合规则之间的选择似乎更多地取决于可实现的不确定性,而不是基于它们的物理假设。在完全饱和的材料中,例如在河床沉积物或含水层的饱和区中,很容易受到10%的不确定性影响的水含量估算。因此,在处理多相材料时应特别注意:例如,将阿奇混合规则应用于低饱和,松散的材料时,可能会带来较高的不确定性。

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