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Assisted history matching for the inversion of fractures based on discrete fracture-matrix model with different combinations of inversion parameters

机译:基于具有不同反演参数组合的离散裂缝矩阵模型的辅助反演历史裂缝匹配

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摘要

Accurate prediction of fracture distribution in fractured reservoirs is important in the development process. Considering that assisted history matching technology is an effective method for the inversion of reservoir parameters, the technology can also be applied for the inversion of fractures. Because applying assisted history matching technology for the inversion of fractures has an inherent defect of multiplicity of solution, it is therefore necessary to alleviate the multiplicity for the success of inversion. Although there are many factors affecting the multiplicity, the paper focuses on the study of the inversion results of different combinations of inversion parameters which are all representative parameters of fractures and determine the distribution of fractures. Firstly, we simulate the flow behavior in fractured media based on the discrete fracture matrix (DFM) module of Matlab Reservoir Simulation Toolbox (MRST) to explicitly describe the effect of fractures on flow behavior. Secondly, history matching objective function is established based on Bayesian theory and different kinds of representative parameters of fractures are chosen as inversion parameters. Thirdly, simultaneous perturbation stochastic approximation (SPSA) algorithm is adopted to minimize the objective function to achieve the inversion of fractures corresponding to different inversion parameters. Finally, theoretical cases verify that the inversion method is effective for the accurate prediction of fracture distribution and proper inversion parameters are crucial to the success of fracture inversion.
机译:裂缝储层裂缝分布的准确预测对开发过程具有重要意义。考虑到辅助历史匹配技术是反演储层参数的有效方法,因此该技术也可用于裂缝反演。因为将辅助历史匹配技术应用于裂缝的反演具有解决方案多样性的固有缺陷,因此有必要减轻反演成功的多样性。尽管影响多重性的因素很多,但本文着重研究各种反演参数组合的反演结果,这些反演参数都是裂缝的代表参数,决定了裂缝的分布。首先,我们基于Matlab油藏模拟工具箱(MRST)的离散裂缝矩阵(DFM)模块来模拟裂缝介质中的流动行为,以明确描述裂缝对流动行为的影响。其次,基于贝叶斯理论建立历史匹配目标函数,并选择不同类型的裂缝代表参数作为反演参数。第三,采用同时扰动随机逼近(SPSA)算法使目标函数最小化,以实现不同反演参数对应的裂缝反演。最终,理论实例证明了反演方法对于准确预测裂缝分布是有效的,而正确的反演参数对于成功实现裂缝反演至关重要。

著录项

  • 来源
    《Computational Geosciences》 |2017年第6期|1365-1383|共19页
  • 作者单位

    China Univ Petr, 66 Changjiang West Rd, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, 66 Changjiang West Rd, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, 66 Changjiang West Rd, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, 66 Changjiang West Rd, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, 66 Changjiang West Rd, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, 66 Changjiang West Rd, Qingdao 266580, Shandong, Peoples R China;

    China Univ Petr, 66 Changjiang West Rd, Qingdao 266580, Shandong, Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    History matching; Inversion of fractures; DFM model; MRST; Inversion parameters; SPSA algorithm;

    机译:历史匹配;裂缝反演;DFM模型;MRST;反演参数;SPSA算法;

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