测井资料的区间最大似然反演及估计参数的统计性质

IF 1.4 4区 地球科学 Q3 GEOCHEMISTRY & GEOPHYSICS
László Balázs
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引用次数: 0

摘要

在常规岩石物理解释过程中,每个解释层(深度段)都采用固定的(预定义的)层参数。将它们包含在反演过程中需要扩展整个区域的似然函数。这允许定义极值问题,以便将参数集拟合到井所穿过的层的全层岩石物理模型,包括与深度点相关的参数(例如孔隙度、饱和度、岩石基质成分等)和区域参数(例如地层水电阻率、胶结系数等)。在这幅图中,参数形成了一个复杂的耦合和相关系统。甚至与不同深度相关联的局部参数也通过区域参数的变化进行耦合。本文研究了用区间极大似然方法拟合的耦合参数系统的统计性质。参数的估计值通过似然函数进行耦合,从而决定了参数之间的相关性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Interval maximum likelihood inversion for well logging data and statistical properties of estimated parameters

During the conventional petrophysical interpretation fixed (predefined) zone parameters are applied for every interpretation zone (depth intervals). Their inclusion in the inversion process requires the extension of a likelihood function for the whole zone. This allows to define the extremum problem for fitting the parameter set to the full interval petrophysical model of the layers crossed by the well, both for the parameters associated with the depth points (e.g. porosity, saturations, rock matrix composition etc.) and for the zone parameters (e.g. formation water resistivity, cementation factor etc.). In this picture the parameters form a complex coupled and correlated system. Even the local parameters associated with different depths are coupled through the zone parameter change. In this paper, the statistical properties of the coupled parameter system are studied which fitted by the Interval Maximum Likelihood (ILM) method. The estimated values of the parameters are coupled through the likelihood function and this determines the correlation between them.

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来源期刊
Acta Geodaetica et Geophysica
Acta Geodaetica et Geophysica GEOCHEMISTRY & GEOPHYSICS-
CiteScore
3.10
自引率
7.10%
发文量
26
期刊介绍: The journal publishes original research papers in the field of geodesy and geophysics under headings: aeronomy and space physics, electromagnetic studies, geodesy and gravimetry, geodynamics, geomathematics, rock physics, seismology, solid earth physics, history. Papers dealing with problems of the Carpathian region and its surroundings are preferred. Similarly, papers on topics traditionally covered by Hungarian geodesists and geophysicists (e.g. robust estimations, geoid, EM properties of the Earth’s crust, geomagnetic pulsations and seismological risk) are especially welcome.
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