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WINDOW STATISTICAL ANALYSIS FOR DETECTING ANOMALIES IN GEOPHYSICAL DATA SETS

机译:探测地球物理数据集异常的窗口统计分析

摘要

1. A method for identifying geological features in one or more discretized sets of geophysical data or data attributes representing an underground region, each such data set being called a “source data set”, comprising the following steps, at least one of which is performed using a computer: (a) select the shape and size of the data window; (b) move the window to many positions and form a data window vector for each window position, whose components consist of voxel values from of the second window, for each initial data array; (c) a statistical analysis of the vectors of the data window is performed, the statistical analysis being performed simultaneously in the case of a plurality of initial data arrays; (d) using statistical analysis to identify outliers or anomalies in the data; and (e) use outliers or anomalies to predict the geological features of the underground area. 2. The method according to claim 1, wherein the statistical analysis is performed using one of the group of statistical analysis methods consisting of: (i) calculating the matrix of mean values and the covariance matrix of all vectors of the data window; (ii) analyzing the independent components; (iii) using the method groupings for combining data; (iv) diffusion mapping; and (v) another method of statistical analysis. 3. The method of claim 2, wherein the statistical analysis is performed using (i) further comprising using principal component analysis. The method according to claim 2, in which the statistical analysis is performed using (i), and the calculation of the covariance matrix is performed by calculating
机译:1.一种用于识别一个或多个离散的一组地球物理数据或代表地下区域的数据属性中的地质特征的方法,每个这样的数据集被称为“源数据集”,其包括以下步骤,其中至少执行一个步骤使用计算机:(a)选择数据窗口的形状和大小; (b)将窗口移到许多位置,并为每个初始数据阵列为每个窗口位置形成一个数据窗口矢量,该窗口矢量的分量由第二个窗口中的体素值组成; (c)对数据窗口的向量进行统计分析,在多个初始数据阵列的情况下,同时进行统计分析; (d)使用统计分析来识别数据中的异常值或异常; (e)使用异常值或异常值来预测地下区域的地质特征。 2.根据权利要求1所述的方法,其中,所述统计分析是使用以下统计分析方法之一来执行的:(i)计算所述数据窗口的所有矢量的平均值矩阵和协方差矩阵;以及(ii)分析独立的组成部分; (iii)使用方法分组来合并数据; (iv)扩散图; (v)另一种统计分析方法。 3.根据权利要求2所述的方法,其中使用(i)执行所述统计分析,还包括使用主成分分析。 3.根据权利要求2所述的方法,其中,使用(i)执行统计分析,并且通过计算来执行协方差矩阵的计算。

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