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Simulation Analysis With Association-Rule Mining Plus High-Dimensional Visualization

机译:关联规则挖掘与高维可视化的仿真分析

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摘要

Computational advances in reservoir simulation have made possible the simulation of thousands of reservoir cases in a practical time frame. This opens a new avenue to reservoir-simulation studies, enabling exhaustive exploration of subsurface uncertainty and development/depletion options. However, analyzing the results of a large number of simulation cases remains challenging. This paper presents a new method that enables the efficient analysis of massive reservoir-simulation results by discovering interesting patterns of relationships among variables in large data sets. The method uses association-rule mining together with high-dimensional visualization.
机译:油藏模拟的计算进展使在实际时间内模拟数千个油藏案例成为可能。这为油藏模拟研究开辟了一条新途径,使您能够详尽地探索地下不确定性和开发/耗竭方案。但是,分析大量仿真案例的结果仍然具有挑战性。本文提出了一种新方法,该方法可以通过发现大型数据集中变量之间有趣的关系模式来对大型油藏模拟结果进行有效分析。该方法结合了关联规则挖掘和高维可视化。

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