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SYSTEM AND METHOD OF USING SPATIALLY INDEPENDENT SUBSETS OF DATA TO CALCULATE PROPERTY DISTRIBUTION UNCERTAINTY OF SPATIALLY CORRELATED RESERVOIR DATA
SYSTEM AND METHOD OF USING SPATIALLY INDEPENDENT SUBSETS OF DATA TO CALCULATE PROPERTY DISTRIBUTION UNCERTAINTY OF SPATIALLY CORRELATED RESERVOIR DATA
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机译:利用数据的空间独立子集计算空间相关储层数据属性分布不确定性的系统和方法
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摘要
A system and a method, implemented on a computer, for calculating property distribution uncertainty of spatially correlated petrophysical data. The method includes inputting, into the computer, a sample petrophysical data comprising correlated data; applying, using the computer, a variogram to the sample petrophysical data to select a plurality of subsets of data, the subsets of data being substantially less correlated than the sample petrophysical data; and applying, using the computer, a bootstrap process on each of the plurality of subsets of data to obtain a plurality of bootstrap data sets from each of the plurality of subsets of data. The method further includes calculating data distributions for each of the obtained plurality of bootstrap data sets; ranking the data distributions by using a selected statistical parameter to obtain ranked data distributions; and characterizing the uncertainty based on the ranked data distributions.
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