石油钻采工艺2024，Vol.46Issue(5)：549-561,13.DOI:10.13639/j.odpt.202501006
多元录井参数随钻定量监测方法提高生烃超压地层压力监测效率
Multi dimensional logging parameter quantitative monitoring method while drilling improves the efficiency of pressure monitoring in hydrocarbon generating over-pressure formations
摘要
Abstract
The risk of abnormal high pressure in hydrocarbon generating formations of the Paleogene is becoming increasingly prominent,and the engineering complexity caused by inaccurate monitoring of drilling pressure is gradually increasing,seriously affecting the safety and efficiency of drilling operations.It is necessary to study more accurate monitoring methods to reduce the risk of drilling operations.By analyzing the characteristics of abnormal pressure in the hydrocarbon generating strata of the Paleogene in the study area,Pearson correlation coefficient method was used to optimize seven characteristic parameters from engineering logging,geochemical logging,and elemental logging.A genetic algorithm optimized random forest while drilling quantitative formation pressure monitoring model was established,and the model was used to predict the formation pressure coefficients of nine wells in the study area.The average relative error between the predicted value and the actual value is 7.4%,and the application qualification rate reaches 88.9%.Compared with conventional monitoring methods,it has increased by 22.2%,and the average relative error has decreased by 3.9%,proving the reliability and effectiveness of the model.The conclusion and suggestion provide a solid technical guarantee for the complete layer capture,drilling fluid performance adjustment,and drilling operation safety during drilling.关键词
地层压力/监测/准确性/监测时间/录井/相关性分析/算法/新质生产力Key words
Formation pressure/monitor/Accuracy/Monitoring time/Logging/Correlation analysis/Algorithm/New Quality Productivity分类
能源科技引用本文复制引用
彭超,吴立伟,李战奎,王雪飞..多元录井参数随钻定量监测方法提高生烃超压地层压力监测效率[J].石油钻采工艺,2024,46(5):549-561,13.基金项目
中海石油(中国)有限公司"七年行动计划"重大科技专项"渤海油田上产4000万吨新领域勘探关键技术"(编号:CNOOCKJ135ZDXM36TJ08TJ). （中国）
