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    基于皮尔森权重赋值的致密砂岩气藏含水饱和度计算方法以川西坳陷什邡蓬莱镇组为例

    Calculation method of water saturation in tight sandstone gas reservoirs based on Pearson weight assignment: A case study of Penglaizhen Formation in Shifang, Western Sichuan Depression

    • 摘要: 低电阻率致密砂岩气藏勘探开发中,多使用阿尔奇公式法和变胶结指数指数法计算含水饱和度(Sw),得到的相对误差大于15%,计算精度较差。基于实验数据和测井资料,首先建立了双水+黏土矿物型导电模型,并通过二元一次公式推导和求解得到改进阿尔奇公式。其次,对含水饱和度参数进行组合及优选,利用回归分析代码建立了组合参数模型。最后,根据皮尔森(Pearson)热力图对改进阿尔奇法和组合参数模型的计算结果进行权重赋值,并提出了基于皮尔森权重赋值的Sw计算方法。由该方法计算得到的单井含水饱和度与密闭岩心物性参数测定的岩心饱和度契合度高,相关系数R为0.85,均方根误差为4.36,准确反映了岩心样品的核磁束缚水饱和度特征。基于皮尔森权重赋值的Sw计算方法能够准确计算低电阻率致密砂岩气藏的含水饱和度值,计算结果也为低阻气层的准确识别提供了数据基础。

       

      Abstract: In the exploration and development of tight sandstone gas reservoirs with a low resistivity, the Archie formula and variable m index method are often used to calculate water saturation (Sw). However, the relative error is greater than 15%, and the calculation accuracy is poor. Based on experimental and well-logging data, a double water + clay mineral type conductivity model was established, and an improved Archie formula was obtained by deriving and solving the binary linear formula. The combination and optimization of water saturation parameters were carried out, and a combined parameter model was established using regression analysis code. Pearson heatmap was employed to assign weights to the calculation results of improved Archie method and combined parameter model, and a method for calculating Sw was proposed based on Pearson weight assignment. The single-well water saturation calculated by this method had a high degree of consistency with the core saturation values determined from the properties of the sealed core. The correlation coefficient R was 0.85, and the root mean square error was 4.36, which could more accurately reflect the bound water saturation characteristics of nuclear magnetic core samples. Therefore, the proposed method based on Pearson weight assignment for calculating water saturation in this article not only accurately calculates the water saturation value of tight sandstone gas reservoirs with a low resistivity but also provides a data basis for the accurate identification of low-resistivity gas reservoirs.

       

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