EA200801900A1 - Контроль качества данных и определение углов пласта, осуществляемые в реальном времени по данным многокомпонентного индукционного каротажа с использованием нейронных сетей - Google Patents

Контроль качества данных и определение углов пласта, осуществляемые в реальном времени по данным многокомпонентного индукционного каротажа с использованием нейронных сетей

Info

Publication number
EA200801900A1
EA200801900A1 EA200801900A EA200801900A EA200801900A1 EA 200801900 A1 EA200801900 A1 EA 200801900A1 EA 200801900 A EA200801900 A EA 200801900A EA 200801900 A EA200801900 A EA 200801900A EA 200801900 A1 EA200801900 A1 EA 200801900A1
Authority
EA
Eurasian Patent Office
Prior art keywords
neural networks
real time
angles
plasted
determination
Prior art date
Application number
EA200801900A
Other languages
English (en)
Other versions
EA013708B1 (ru
Inventor
Шэн Фан
Леонтий Табаровский
Майкл Рабинович
Лимин Ю
Original Assignee
Бейкер Хьюз Инкорпорейтед
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Бейкер Хьюз Инкорпорейтед filed Critical Бейкер Хьюз Инкорпорейтед
Publication of EA200801900A1 publication Critical patent/EA200801900A1/ru
Publication of EA013708B1 publication Critical patent/EA013708B1/ru

Links

Classifications

    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16Z—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS, NOT OTHERWISE PROVIDED FOR
    • G16Z99/00—Subject matter not provided for in other main groups of this subclass
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V3/00—Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation
    • G01V3/18—Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation specially adapted for well-logging
    • G01V3/26—Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation specially adapted for well-logging operating with magnetic or electric fields produced or modified either by the surrounding earth formation or by the detecting device
    • G01V3/28—Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation specially adapted for well-logging operating with magnetic or electric fields produced or modified either by the surrounding earth formation or by the detecting device using induction coils
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V3/00—Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation
    • G01V3/38—Processing data, e.g. for analysis, for interpretation, for correction

Landscapes

  • Life Sciences & Earth Sciences (AREA)
  • Remote Sensing (AREA)
  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Geophysics (AREA)
  • Geology (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Environmental & Geological Engineering (AREA)
  • Electromagnetism (AREA)
  • Feedback Control In General (AREA)
  • Geophysics And Detection Of Objects (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Numerical Control (AREA)
  • Hydraulic Clutches, Magnetic Clutches, Fluid Clutches, And Fluid Joints (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
  • Measurement Of Length, Angles, Or The Like Using Electric Or Magnetic Means (AREA)

Abstract

В заявке описаны нейронные сети, применимые для определения и прогнозирования углов наклона пласта и оценки обеспечения качества на основе данных, регистрируемых с помощью прибора многокомпонентного индукционного каротажа. Для прогнозирования и оценки в нейронных сетях используют скорректированные, повернутые и нормированные данные. Для обучения нейронных сетей используют синтезированные данные с применением различных моделей. Согласно изобретению в реальном времени осуществляют измерения, результаты которых отличаются значительной точностью.
EA200801900A 2006-03-06 2007-03-02 Контроль качества данных и определение углов пласта, осуществляемые в реальном времени по данным многокомпонентного индукционного каротажа с использованием нейронных сетей EA013708B1 (ru)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US11/368,906 US7496451B2 (en) 2006-03-06 2006-03-06 Real time data quality control and determination of formation angles from multicomponent induction measurements using neural networks
PCT/US2007/005545 WO2007103285A2 (en) 2006-03-06 2007-03-02 Real time data quality control and determination of formation angles from multicomponent induction measurements using neural networks

Publications (2)

Publication Number Publication Date
EA200801900A1 true EA200801900A1 (ru) 2009-02-27
EA013708B1 EA013708B1 (ru) 2010-06-30

Family

ID=38472455

Family Applications (1)

Application Number Title Priority Date Filing Date
EA200801900A EA013708B1 (ru) 2006-03-06 2007-03-02 Контроль качества данных и определение углов пласта, осуществляемые в реальном времени по данным многокомпонентного индукционного каротажа с использованием нейронных сетей

Country Status (7)

Country Link
US (1) US7496451B2 (ru)
BR (1) BRPI0708647B1 (ru)
CA (1) CA2644704A1 (ru)
EA (1) EA013708B1 (ru)
GB (1) GB2451358A (ru)
NO (1) NO343131B1 (ru)
WO (1) WO2007103285A2 (ru)

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US8665108B2 (en) * 2009-08-03 2014-03-04 Baker Hughes Incorporated Apparatus and method for quality assessment of downhole data
US8754650B2 (en) * 2010-03-05 2014-06-17 Schlumberger Technology Corporation Detection of 3D formation structures based on electro-magnetic coupling measurements
US10087744B2 (en) * 2013-01-17 2018-10-02 Halliburton Energy Services, Inc. Fast formation dip angle estimation systems and methods
EP3092517A1 (en) * 2014-03-11 2016-11-16 Halliburton Energy Services, Inc. Multi-component induction logging systems and methods using blended-model inversion
EP3105420B1 (en) * 2014-04-18 2019-07-24 Halliburton Energy Services Inc. Log processing and fracture characterization in biaxially anisotropic formations
US10416338B2 (en) 2015-02-19 2019-09-17 Halliburton Energy Services, Inc. Method for minimization of borehole effects for multicomponent induction tool
CN104777516A (zh) * 2015-04-15 2015-07-15 国网重庆市电力公司电力科学研究院 基于非线性方程求解模型式的视电阻率计算方法
WO2017014773A1 (en) * 2015-07-22 2017-01-26 Halliburton Energy Services, Inc. Electromagnetic monitoring with formation-matched resonant induction sensors
US10761235B2 (en) * 2016-10-31 2020-09-01 Weishan Han Applying E-field antennas to resistivity logging tools
US10982534B2 (en) * 2016-12-07 2021-04-20 Halliburton Energy Services, Inc. Systems and methods to determine formation properties of high-resistivity formations
US10936561B2 (en) 2018-04-11 2021-03-02 Saudi Arabian Oil Company Extensible well data integrity smart detector
US11939857B1 (en) * 2022-12-06 2024-03-26 Halliburton Energy Services, Inc. Three-dimensional inversion of multi-component electromagnetic measurements using a fast proxy model

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US4302723A (en) * 1979-06-15 1981-11-24 Schlumberger Technology Corporation Apparatus and method for determining dip and/or anisotropy of formations surrounding a borehole
US4360777A (en) * 1979-12-31 1982-11-23 Schlumberger Technology Corporation Induction dipmeter apparatus and method
US5781436A (en) * 1996-07-26 1998-07-14 Western Atlas International, Inc. Method and apparatus for transverse electromagnetic induction well logging
US6044325A (en) * 1998-03-17 2000-03-28 Western Atlas International, Inc. Conductivity anisotropy estimation method for inversion processing of measurements made by a transverse electromagnetic induction logging instrument
US6381542B1 (en) * 2000-04-05 2002-04-30 Baker Hughes Incorporated Generic, accurate, and real time borehole correction for resistivity tools
US6393364B1 (en) * 2000-05-30 2002-05-21 Halliburton Energy Services, Inc. Determination of conductivity in anisotropic dipping formations from magnetic coupling measurements
AU7149001A (en) * 2000-06-30 2002-01-14 Exxonmobil Upstream Res Co Method for imaging discontinuities in seismic data using dip-steering
US6885947B2 (en) * 2001-03-08 2005-04-26 Baker Hughes Incorporated Method for joint interpretation of multi-array induction and multi-component induction measurements with joint dip angle estimation
US6643589B2 (en) * 2001-03-08 2003-11-04 Baker Hughes Incorporated Simultaneous determination of formation angles and anisotropic resistivity using multi-component induction logging data
US6574562B2 (en) * 2001-04-03 2003-06-03 Baker Hughes Incorporated Determination of formation anisotropy using multi-frequency processing of induction measurements with transverse induction coils
US6636045B2 (en) * 2001-04-03 2003-10-21 Baker Hughes Incorporated Method of determining formation anisotropy in deviated wells using separation of induction mode
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US6556016B2 (en) * 2001-08-10 2003-04-29 Halliburton Energy Services, Inc. Induction method for determining dip angle in subterranean earth formations
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US6885943B2 (en) * 2002-09-20 2005-04-26 Halliburton Energy Services, Inc. Simultaneous resolution enhancement and dip correction of resistivity logs through nonlinear iterative deconvolution
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WO2004029665A1 (en) * 2002-09-27 2004-04-08 Baker Hughes Incorporated A method for resistivity anisotropy determination in conductive borehole environments
US6906521B2 (en) * 2002-11-15 2005-06-14 Baker Hughes Incorporated Multi-frequency focusing for MWD resistivity tools
US6819111B2 (en) * 2002-11-22 2004-11-16 Baker Hughes Incorporated Method of determining vertical and horizontal resistivity, and relative dip in anisotropic earth formations having an arbitrary electro-magnetic antenna combination and orientation with additional rotation and position measurements
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Also Published As

Publication number Publication date
BRPI0708647B1 (pt) 2018-12-11
WO2007103285A3 (en) 2008-05-08
EA013708B1 (ru) 2010-06-30
CA2644704A1 (en) 2007-09-13
NO20083812L (no) 2008-10-06
WO2007103285A2 (en) 2007-09-13
WO2007103285A8 (en) 2008-10-23
US20070208546A1 (en) 2007-09-06
GB0816356D0 (en) 2008-10-15
US7496451B2 (en) 2009-02-24
NO343131B1 (no) 2018-11-19
BRPI0708647A2 (pt) 2011-06-07
GB2451358A (en) 2009-01-28

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MM4A Lapse of a eurasian patent due to non-payment of renewal fees within the time limit in the following designated state(s)

Designated state(s): AM AZ BY KZ KG MD TJ TM

MM4A Lapse of a eurasian patent due to non-payment of renewal fees within the time limit in the following designated state(s)

Designated state(s): RU