基于多元线性回归的页岩油储层压裂效果预测方法研究
A Prediction Method of Shale Oil Reservoir Fracturing Effect Based on Multiple Linear Regression
刘文祎 1王涛1
作者信息
- 1. 中国石油川庆钻探工程有限公司长庆井下技术作业公司 陕西 西安 710018
- 折叠
摘要
在页岩油等非常规油气开发过程中压裂技术至关重要,有效的压裂效果预测对提高油气产量尤为关键.通过主成分分析和含交互项的多元线性回归模型构建,建立起测井数据、压裂施工数据与储层产量的关系.这为页岩油井压裂效果评估提供了新方法,但其在不同地质条件下的普适性仍需进一步研究验证.
Abstract
In the development of unconventional oil and gas such as shale oil,fracturing technology plays a key role,and accurately predicting the fracturing effects is essential for enhancing oil and gas production.This paper establishes a connection between logging data,fracturing construction data,and oil production through principal component analysis and a multiple linear regression model with interaction terms.This method offers a new approach for assessing the fracturing effects of shale oil wells.However,its applicability under different geological conditions requires further study and verification.
关键词
多元线性回归/页岩油/压裂/预测Key words
Multiple Linear Regression/Shale Oil/Fracturing/Prediction引用本文复制引用
出版年
2024
NETL
NSTL
万方数据