首页> 外文期刊>International journal for uncertainty quantifications >REDUCING FRACTURE PREDICTION UNCERTAINTY BASED ON TIME-LAPSE SEISMIC (4D) AND DETERMINISTIC INVERSION ALGORITHM
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REDUCING FRACTURE PREDICTION UNCERTAINTY BASED ON TIME-LAPSE SEISMIC (4D) AND DETERMINISTIC INVERSION ALGORITHM

机译:基于延时地震(4D)和确定性反演算法减少裂缝预测不确定性

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摘要

The uncertainty of hydraulic fracture is high due to the complex geological features of which there is limited accurate understanding, and the limitations of the fracture diagnosis method. However, hydraulic fractures are one of the main driving forces for oilfields to improve economic benefit and important reference imformation for further development and adjustment of oilfields. Therefore, reducing fracture morphology uncertainty is a key challenge for the further development of oilfields. To improve this situation, we present a novel method based on the time-lapse (4D) seismic and discrete network deterministic inversion (DNDI) algorithm for mapping the geometry of hydraulic fracture. The time-lapse (4D) seismic method can provide spatial and dynamic change of reservoir; this information is used by DNDI to optimize fracture geometry continually, where the embedded discrete fracture model (EDFM) is implied to simulate reservoir production, and objective function is constructed using Bayesian theory for reaching iterative convergence quickly. An uncertainty analysis of results based on the posterior probability is also presented in this paper. Finally, this method has been validated in different scale study cases.
机译:由于具有有限的理解地质特征,液压骨折的不确定性很高,以及骨折诊断方法的局限性。然而,液压骨折是油田的主要驱动力之一,以改善经济效益和重要的参考信息,以便进一步发展和调整油田。因此,降低骨折形态不确定性是油田进一步发展的关键挑战。为了改善这种情况,我们提出了一种基于时间流逝(4D)地震和离散网络确定性反转(DNDI)算法的新方法,用于映射液压断裂的几何形状。延时(4D)地震方法可以提供水库的空间和动态变化; DNDI使用该信息以不断优化破裂几何形状,其中暗示嵌入的离散断裂模型(EDFM)模拟储层生产,并且使用贝叶斯理论来构建客观函数,以快速达到迭代收敛。本文还提出了基于后验概率的结果的不确定性分析。最后,该方法已在不同规模的研究案例中验证。

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