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Probabilistic Analysis by Applying Uncertainty Worflows: A Case Study of the Teak Field, East Coast Trinidad

机译:应用不确定度难题的概率分析:柚木场,东海岸特立尼达案例研究

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This paper presents a methodology for the probabilistic analysis of an infill or step-out opportunity using numerical simulation. Sensitivity and uncertainty analyses for all involved parameters were evaluated through different experimental design techniques. Subsequently, a proxy model was established to reproduce the numerical model performance. Finally, three appropriate solutions were selected from a large population of realizations corresponding to probabilistic percentiles (90%, 50%, and 10% certainty that the specified volume will be recovered). This proposed methodology helped the asset team to evaluate the well candidates more precisely, confidently, and in less time than the current standard methodology. More knowledge about the variables and their effects on overall outcomes was also gained, which helped the team make more-informed decisions. The workflow used the same numerical modeling software, incorporating and facilitating the changes of both static and dynamic properties simultaneously. A case study from Teak field, on the east coast of Trinidad, illustrates the applicability of the methodology and compares its results to those obtained using the standard workflow for the asset. The methodology is one of the latest developments in reservoir simulation, and it has not yet been incorporated into the operator’s common practices and procedures for exploitation of the TSP fields.
机译:本文介绍了使用数值模拟的潜在机会的概率分析的方法。通过不同的实验设计技术评估所有涉及参数的敏感性和不确定性分析。随后,建立了代理模型来再现数值模型性能。最后,选择了三种适当的溶液,从对应于概率百分比的大量实现(90%,50%,10%确定指定的体积将被恢复)。这一提出的方法有助于资产小组更准确地自信地评估良好的候选人,而不是目前的标准方法。还获得了更多关于变量及其对整体成果的影响的知识,这有助于团队提出更明智的决定。工作流使用相同的数字建模软件,同时结合和促进静态和动态属性的变化。特立尼达东海岸柚木田地的案例研究说明了方法的适用性,并将其结果与资产标准工作流程获得的结果进行比较。该方法是水库模拟的最新发展之一,尚未纳入操作员的常见做法和程序,以利用TSP字段。

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