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Direct and Inverse Methods for Determining Gas Flow Properties of Shale

机译:用于确定页岩气体流动性的直接和逆方法

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Gas flow in shale is a poorly understood and potentially complex phenomenon.It is currently being investigated using a variety of techniques including the analysis of transient experiments conducted on full core and crushed shale using a range of gases.A range of gas flow mechanisms may operate including continuum flow,slippage,transitional flow and Knudsen diffusion.These processes,as well as gas sorption,need to be taken into account when interpreting experimental data and extrapolating the results to the subsurface.Several models have been published that attempt to account for these different processes.Unfortunately,these have a large number of unknown parameters and few studies have assessed the extent to which transient experiments may be used to invert for the key unknowns or the errors that are associated.Here we present a methodology in which various inversion techniques are applied to assess the viability of deriving key unknowns which control gas flow in shale from transient experiments with a range of noise.A finite volume method is developed based on the model of Civan(2010,2011a,b)to mathematically model the transient gas flow in shale.The model is applicable to non-linear diffusion problems,in which the permeability and fluid density both depend on the scalar variable,pressure.The governing equation incorporates the Knudsen number,allowing different flow mechanisms to be addressed,as well as the gas adsorption isotherm. The method is validated for unsteady-state problems for which analytical or numerical solutions are available.The method is then applied for solving a pressure-pulse decay test.An inverse numerical formulation is generated,using a minimisation iterative algorithm,to estimate different number of unknown parameters.Both numerically simulated noisy and experimental data are input into the formulation of the inverse problem.Error analysis is undertaken to investigate the accuracy of results.A good agreement between inverted and exact parameter values is obtained for several parameters.However,it was found that the strong correlation between intrinsic permeability and tortuosity meant that it was not possible to accurately invert simultaneously for these two parameters.The workflow presented here can be readily applied to other gas flow models to assess the extent to which they can be applied to invert experimental data.
机译:页岩中的气流是一个很差的和潜在的复杂现象。目前正在使用各种技术进行调查,包括使用一系列气体在全核和粉碎页岩上进行的瞬态实验分析。气流机构的范围可以运行包括连续箱流量,滑动,过渡流程和knudsen扩散。当解释实验数据并将结果推断到地下时,需要考虑到含量的过程和气体吸附。已经公布了试图占这些的模型不同的过程。许多未知参数,很少的研究已经评估了瞬态实验的程度,可以使用瞬态实验来转换关键的未知数或相关的错误。我们介绍了一种方法,其中各种反转技术用于评估推导键未知的可行性,该临时未知数从瞬态控制页岩中的气流具有一系列噪声的实验。基于CIVAN(2010,2011A,B)的模型开发了有限体积法,以数学上模型页岩中的瞬态气体流量。该模型适用于非线性扩散问题,其中渗透性和流体密度都取决于标量变量,压力。控制方程包含knudsen数,允许解决不同的流动机制,以及气体吸附等温机构。该方法被验证,用于提供分析或数值解决方案的不稳定状态问题。然后应用方法来求解压力脉冲衰减测试。使用最小化迭代算法来估计不同数量的反向数值制剂。估计不同数量的逆数值。估计不同数量的未知的参数。从数值模拟的噪声和实验数据被输入到逆问题的配方中。进行了分析来调查结果的准确性。对于几个参数,获得了倒置和精确参数值之间的良好一致性。然而,它是发现,内在渗透性和曲屈之间的强关系意味着该两个参数不可能同时准确转换。这里呈现的工作流程可以容易地应用于其他气流模型,以评估它们可以应用于反转的程度实验数据。

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