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基于主成分分析法的地质工程参数定量表征研究
Research on the Quantitative Characterization of Geological Engineering Parameters Based on the Principal Component Analysis Method

DOI: 10.12677/jogt.2025.472028, PP. 240-252

Keywords: 主成分分析法,地质工程参数,定量表征,压裂井评估,无阻流量
Principal Component Analysis
, Geological Engineering Parameters, Quantitative Characterization, Evaluation of Fractured Wells, Open Flow Capacity

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Abstract:

本文针对地质工程中压裂井的复杂性,提出了一种基于主成分分析法(PCA)的地质工程参数定量表征方法。通过对地质工程参数的相关性分析,筛选出与无阻流量具有较强相关性的参数,并利用主成分分析法对其进行定量分析,实现了对压裂井压前和压后产能的详细评估。该方法能够有效降低数据维度,保留关键信息,并为地质工程一体化压后评估体系提供科学依据。
Aiming at the complexity of fractured wells in geological engineering, this paper proposes a quantitative characterization method of geological engineering parameters based on the Principal Component Analysis (PCA). Through the correlation analysis of geological engineering parameters, the parameters with a strong correlation with the open flow capacity are screened out, and the PCA is used for their quantitative analysis, realizing a detailed evaluation of the pre-fracturing and post-fracturing productivity of the fractured wells. This method can effectively reduce the data dimension, retain key information, and provide a scientific basis for the integrated post-fracturing evaluation system of geological engineering.

References

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[2]  廖凯, 陈绩, 谢勃勃, 等. 基于返排动态分析的页岩油井压后评估方法[J]. 科学技术与工程, 2023, 23(24): 10273-10280.
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https://doi.org/10.1016/j.geoen.2024.213615

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