Evaluation method of sandy conglomerate reservoir heterogeneity based on the combined weighted TOPSIS model

Xiaoyu Ju, Xiaodong Zhao, Chunai Ma, Jiaming Qin, Boyu Zhou, Sichong Jiang, Xuebing Ji, Rong Xi, Yaxuan Zhang
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Abstract

At present, single parameters for characterizing reservoir heterogeneity are commonly used in oilfield exploration and development, such as the permeability coefficient of variation, permeability inrush coefficient, and extreme difference, which have problems such as characterization blind spots. The heterogeneity of thick-bedded sand and conglomerate reservoirs is affected by various factors due to their thick layer characteristics, and it is difficult to effectively evaluate the heterogeneity of thick-bedded sand and conglomerate reservoirs with a single parameter. According to the characteristics of the thick sandy conglomerate reservoir, a comprehensive index calculation method of heterogeneity based on the combination weighting TOPSIS evaluation model was proposed to comprehensively evaluate the heterogeneity of the sandy conglomerate reservoir by synthesizing the parameters affecting the heterogeneity of the reservoir, such as porosity, permeability, thickness of sand layer, effective thickness coefficient, permeability variation coefficient, permeability rush coefficient, permeability contrast and mudstone content. This approach is conducive to the normalized evaluation of complex reservoirs, and the quantitative characterization is more accurate and comprehensive. Based on the former classification scheme and the geological characteristics of the study area, the evaluation criteria of the heterogeneity of the sandstone conglomerate reservoir are determined according to the comprehensive heterogeneity index. The research shows that the objective weights of each indicator parameter of reservoir heterogeneity can be reasonably calculated by improving the CRITIC weighting method, and the combined weights reflecting the importance of the indicators can be obtained by modifying the objective weights through the analytic hierarchy process (AHP). The calculated heterogeneous comprehensive index can be used to quantitatively characterize the heterogeneity of sand conglomerate reservoirs and solve the problems existing in conventional single parameters. The heterogeneous synthetic index has a good correlation with conventional parameters and has a good positive correlation with productivity. The weaker the heterogeneity is, the higher the productivity.
基于组合加权 TOPSIS 模型的砂砾岩储层异质性评价方法
目前,油田勘探开发中常用渗透率变异系数、渗透率涌流系数、极差等单一参数表征储层异质性,存在表征盲区等问题。厚层砂砾岩储层由于其厚层特征,异质性受多种因素影响,单一参数难以有效评价厚层砂砾岩储层的异质性。针对厚层砂砾岩储层的特点,提出了基于组合加权TOPSIS评价模型的异质性综合指标计算方法,通过综合孔隙度、渗透率、砂层厚度、有效厚度系数、渗透率变化系数、渗透率赶超系数、渗透率对比度、泥岩含量等影响储层异质性的参数,综合评价砂砾岩储层的异质性。这种方法有利于对复杂储层进行归一化评价,定量表征更加准确、全面。在前一种分类方案的基础上,结合研究区的地质特征,根据综合异质性指数确定了砂岩砾岩储层异质性的评价标准。研究表明,通过改进 CRITIC 权重法,可以合理计算储层异质性各指标参数的客观权重,并通过层次分析法(AHP)修改客观权重,得到反映指标重要性的综合权重。计算出的异质性综合指数可用于定量表征砂砾岩储层的异质性,解决常规单一参数存在的问题。异质性综合指数与常规参数具有良好的相关性,与生产率具有良好的正相关性。异质性越弱,生产率越高。
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