日本测井数据分数波动的稳定分布

IF 1.9 4区 地球科学 Q2 GEOCHEMISTRY & GEOPHYSICS
Haruo Sato, Katsuhiko Shiomi
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引用次数: 0

摘要

为了对固体介质的随机非均质性进行统计表征,我们在去除缓慢变化的背景变化后测量了测井数据的分数波动分布。使用的测井数据是在日本获得的纵波和横波速度和质量密度数据:三组数据用于关东平原的厚沉积层,两组数据用于九州的Kujyu火山地区。在大多数情况下,估计峰度远大于3,这很难用正态分布来解释。这表明,应该从更广阔的角度来看待随机波动。我们注意到这样一个事实,即广义中心极限定理导致稳定分布,它足够广泛,可以包括正态分布和柯西分布作为特殊情况。当将稳定分布、正态分布和柯西分布应用于观测到的分数阶波动直方图时,在大多数情况下,稳定分布是三种分布中最合适的,其中稳定性参数\(\alpha\)的取值范围为1.5 ~ 2。这些案例研究表明,稳定分布忠实地描述了观测到的作为地质沉积过程结果的分数波动的厚尾,而没有将它们作为异常值去除。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Stable Distribution of Fractional Fluctuations of Well Log Data in Japan

Stable Distribution of Fractional Fluctuations of Well Log Data in Japan

For the statistical characterization of the random heterogeneity of the solid earth medium, we have measured the distribution of fractional fluctuations of well log data after removing the slowly varying background variation. The well log data used are P- and S-wave velocities and mass density acquired in Japan: three data sets for the thick sedimentary layers of the Kanto Plain and two data sets for the Kujyu volcanic area of Kyushu. The estimated kurtosis is much greater than 3 for most cases, which is difficult to explain with a normal distribution. This suggests that the random fluctuations should be looked at from a broader perspective. We note the fact that the generalized central limit theorem leads to stable distributions, which are broad enough to include normal and Cauchy distributions as special cases. When the stable, normal, and Cauchy distributions are applied to the histograms of the observed fractional fluctuations, the stable distribution is found to be the most appropriate among the three distributions in most cases, where the stability parameter \(\alpha\) ranges from 1.5 to 2. These case studies demonstrate that the stable distribution faithfully describes the thick tails of the observed fractional fluctuations as the result of a geological sedimentation process without removing them as outliers.

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来源期刊
pure and applied geophysics
pure and applied geophysics 地学-地球化学与地球物理
CiteScore
4.20
自引率
5.00%
发文量
240
审稿时长
9.8 months
期刊介绍: pure and applied geophysics (pageoph), a continuation of the journal "Geofisica pura e applicata", publishes original scientific contributions in the fields of solid Earth, atmospheric and oceanic sciences. Regular and special issues feature thought-provoking reports on active areas of current research and state-of-the-art surveys. Long running journal, founded in 1939 as Geofisica pura e applicata Publishes peer-reviewed original scientific contributions and state-of-the-art surveys in solid earth and atmospheric sciences Features thought-provoking reports on active areas of current research and is a major source for publications on tsunami research Coverage extends to research topics in oceanic sciences See Instructions for Authors on the right hand side.
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