IEEE Trans Vis Comput Graph. 2018 May;24(5):1728-1741. doi: 10.1109/TVCG.2017.2682865. Epub 2017 Mar 15.
The aim of the PETMiner software is to reduce the time and monetary cost of analysing petrophysical data that is obtained from reservoir sample cores. Analysis of these data requires tacit knowledge to fill 'gaps' so that predictions can be made for incomplete data. Through discussions with 30 industry and academic specialists, we identified three analysis use cases that exemplified the limitations of current petrophysics analysis tools. We used those use cases to develop nine core requirements for PETMiner, which is innovative because of its ability to display detailed images of the samples as data points, directly plot multiple sample properties and derived measures for comparison, and substantially reduce interaction cost. An 11-month evaluation demonstrated benefits across all three use cases by allowing a consultant to: (1) generate more accurate reservoir flow models, (2) discover a previously unknown relationship between one easy-to-measure property and another that is costly, and (3) make a 100-fold reduction in the time required to produce plots for a report.
PETMiner 软件的目的是减少分析储层岩心样品获得的岩石物理数据的时间和金钱成本。分析这些数据需要隐性知识来填补“空白”,以便对不完整的数据进行预测。通过与 30 名行业和学术专家的讨论,我们确定了三个分析用例,这些用例说明了当前岩石物理分析工具的局限性。我们使用这些用例为 PETMiner 开发了九个核心需求,这是创新的,因为它能够将样本的详细图像作为数据点直接显示,直接绘制多个样本属性和派生的度量值进行比较,并大大降低交互成本。为期 11 个月的评估证明了所有三个用例都有好处,因为它允许顾问:(1)生成更准确的储层流动模型;(2)发现一种以前未知的易于测量的属性与另一种昂贵的属性之间的关系;(3)将报告中绘图所需的时间减少 100 倍。