气田开发

地层破裂压力测井预测的统计模式研究

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  • 1.塔里木油田分公司,新疆 库尔勒 841000;2.西南石油学院,四川 成都 610500
聂采军(1963-),男,汉族,四川遂宁人,高级工程师,主要从事石油地质研究和科研管理工作.

收稿日期: 2004-07-19

  修回日期: 2004-10-09

  网络出版日期: 2004-12-20

基金资助

油气藏地质和开发工程国家重点实验室基金项目(编号:PLN0133)资助.

STUDY ON STATISTICAL MODEL OF PREDICTING FORMATION FRACTURE PRESSURE USING LOGGING DATA

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  • 1.Tarim Oilfield Company,PetroChina, Kuerle 841000, China; 2.Southwest Petroleum Institute, Chengdu 610500, China

Received date: 2004-07-19

  Revised date: 2004-10-09

  Online published: 2004-12-20

摘要

目前计算地层破裂压力的理论模型或公式虽较多,但缺乏能直观反映地层破裂压力随测井岩石力学参数变化的统计模型。基于地层破裂压力与岩石力学参数的关系,优选出了对地层破裂压力影响较大的杨氏模量、体积弹性模量、泊松比和深度等4个参数作为建立统计模型的输入变量。同时利用BP神经网络和多元回归分析法对碳酸盐岩地层实测破裂压力数据进行统计建模和预测研究。多元回归模型形式简单直观,易于使用,但精度不高;而BP神经网络模型复杂,建模较难,但预测的地层破裂压力误差小,精度高。两种统计模型都不失为预测地层破裂压力的可行方法。

本文引用格式

聂采军,赵军,夏宏权, 刘之的 . 地层破裂压力测井预测的统计模式研究[J]. 天然气地球科学, 2004 , 15(6) : 633 -636 . DOI: 10.11764/j.issn.1672-1926.2004.06.633

Abstract

At present, a lot of the theoretical  models or equations of calculating formation fracture  pressure are presented and used, but there are few statistical models that can obviously reflect the  formation fracture  pressure and the logging rock mechanics parameter variety. In this paper, based the relation of formation fracture  pressure and rock  mechanics parameter, the four parameters which have a close connection to formation fracture  pressure and are regarded as independent variable (input  parameter), such as Young's modulus, bulk modulus, poison's ratio and depth etc. are selected. And by the BP neural network and multi-regress analysis technique,  some reasonable statistical models of formation fracture pressure are established by making full use of formation fracture  pressure data of carbonate formation,  and the prediction study is developed. All research shows, the form of multi-regress analysis is simple and visual, and easy to use, but the error is not lesser.  The BP neural network model is complex, and it's model is difficult to set up, but the estimate's formation fracture the pressure error is little, the precision  is high. The two kinds of statistical model are still practical and feasible approaches to calculate formation fracture pressure.

参考文献

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