基于拟牛顿法的随钻方位电磁波电阻率仪器响应实时反演与现场试验

杨震, 于其蛟, 马清明

杨震, 于其蛟, 马清明. 基于拟牛顿法的随钻方位电磁波电阻率仪器响应实时反演与现场试验[J]. 石油钻探技术, 2020, 48(3): 120-126. DOI: 10.11911/syztjs.2020025
引用本文: 杨震, 于其蛟, 马清明. 基于拟牛顿法的随钻方位电磁波电阻率仪器响应实时反演与现场试验[J]. 石油钻探技术, 2020, 48(3): 120-126. DOI: 10.11911/syztjs.2020025
YANG Zhen, YU Qijiao, MA Qingming. Real Time Inversion and Field Test of LWD Azimuthal Electromagnetic Waves Based on Quasi-Newton Method[J]. Petroleum Drilling Techniques, 2020, 48(3): 120-126. DOI: 10.11911/syztjs.2020025
Citation: YANG Zhen, YU Qijiao, MA Qingming. Real Time Inversion and Field Test of LWD Azimuthal Electromagnetic Waves Based on Quasi-Newton Method[J]. Petroleum Drilling Techniques, 2020, 48(3): 120-126. DOI: 10.11911/syztjs.2020025

基于拟牛顿法的随钻方位电磁波电阻率仪器响应实时反演与现场试验

基金项目: 国家科技重大专项“低渗透油气藏高效开发钻完井技术”之课题“低渗透油气深层高温高压随钻测控技术”(编号:2016ZX05021-001)和国家重点研发计划项目“深海关键技术与装备”(编号:2016YFC0302802)联合资助
详细信息
    作者简介:

    杨震(1982—),男,山东莱芜人,2004年毕业于石油大学(华东)勘查技术与工程专业,2009年获中国石油大学(华东)地质资源与地质工程专业博士学位,高级工程师,主要从事随钻电测井方法及仪器设计研究。E-mail:stingsyzh@126.com

  • 中图分类号: P631.8+13

Real Time Inversion and Field Test of LWD Azimuthal Electromagnetic Waves Based on Quasi-Newton Method

  • 摘要:

    为了利用随钻方位电磁波电阻率仪器的测量数据确定地层界面方位和距离,给地质导向提供决策依据,须采用准确可靠的反演方法。针对随钻方位电磁波电阻率仪器,建立了地质导向应用模型并模拟了其响应特征,研究了拟牛顿反演算法和流程,反演过程中只需要较小的计算量就可以得到Jacobian矩阵,大大提高了反演速度;并利用单界面和双界面地层的反演理论模型,验证了该算法的正确性和准确度。在胜利油田草XX井的现场试验结果表明,实时反演结果与方位电磁波电阻率成像显示及后期完井录井结果一致。该反演方法能满足利用方位电磁波电阻率进行地质导向的要求,为方位电磁波电阻率实时地质导向提供了一种高效、准确的计算方法。

    Abstract:

    In order to determine the formation interface azimuth and distance by using the data measured by LWD azimuthal electromagnetic wave resistivity logging instrument using the quasi-Newton inversion algorithm. The objective was provide a decision-making basis for geosteering, an accurate and reliable inversion method must be used. For the LWD azimuthal electromagnetic wave resistivity logging instrument, an application model of geological guidance has been established and simulated its response characteristics. By studying the quasi-Newton inversion algorithm and process, the Jacobian matrix was obtained with less calculation cost in the inversion process, which greatly speeds up the inversion. At the same time, the correctness and accuracy of this algorithm were verified by using the theoretical inversion model including both single interface and a double interface strata model. The field test of Well Cao-XX in Shengli Oilfield showed that the real-time inversion results were consistent with the imaging display of azimuthal electromagnetic wave resistivity and also with the drilling/completion/logging results in later stages. This inversion method can meet the requirements of real time geo-steering by efficient and accurate calculation of azimuthal electromagnetic wave resistivity.

  • 图  1   AMR仪器结构示意

    Figure  1.   Structure sketch of AMR instrument

    图  2   层状地层模型示意

    Figure  2.   Schematic map of layered strata

    图  3   随钻电磁波电阻率响应模拟

    Figure  3.   Simulation of LWD electromagnetic wave resistivity response

    图  4   随钻方位电磁波响应模拟

    Figure  4.   Simulation of LWD azimuthal electromagnetic wave response

    图  5   拟牛顿反演算法流程

    Figure  5.   Algorithm flow of quasi-Newton inversion

    图  6   双界面反演结果示意

    Figure  6.   Inversion results of double interfaces model

    图  7   草XX井随钻伽马、电阻率及方位电磁波响应曲线

    Figure  7.   LWD Gamma, Resistivity and azimuthal electromagnetic wave response curves in Well Cao-XX

    图  8   草XX井界面距离实时反演示意

    Figure  8.   Schematic map of the interface distance real time inversion in Well Cao-XX

    表  1   单界面反演结果

    Table  1   Inversion results of single interface model

    反演
    方法
    上地层反演
    电阻率/(Ω·m)
    下地层反演
    电阻率/(Ω·m)
    界面距离/
    m
    迭代
    次数
    牛顿法1.0510.120.4312
    拟牛顿法1.0310.080.41 6
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  • 期刊类型引用(1)

    1. 肖功勋. 复杂层状地层的随钻核磁共振测井响应模拟分析. 中国石油和化工标准与质量. 2021(05): 103-105 . 百度学术

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出版历程
  • 收稿日期:  2019-01-30
  • 修回日期:  2020-04-21
  • 网络出版日期:  2020-04-29
  • 刊出日期:  2020-04-30

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