ZA93778B - Method for estimating formation permeability from wireline logs using neural networks - Google Patents

Method for estimating formation permeability from wireline logs using neural networks

Info

Publication number
ZA93778B
ZA93778B ZA93778A ZA93778A ZA93778B ZA 93778 B ZA93778 B ZA 93778B ZA 93778 A ZA93778 A ZA 93778A ZA 93778 A ZA93778 A ZA 93778A ZA 93778 B ZA93778 B ZA 93778B
Authority
ZA
South Africa
Prior art keywords
neural networks
formation permeability
estimating formation
wireline logs
wireline
Prior art date
Application number
ZA93778A
Other languages
English (en)
Inventor
Jacky Muri Wiener
Robert Frederick Moll
John Ashley Rogers
Original Assignee
Texaco Development Corp
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 Texaco Development Corp filed Critical Texaco Development Corp
Publication of ZA93778B publication Critical patent/ZA93778B/xx

Links

Classifications

    • EFIXED CONSTRUCTIONS
    • E21EARTH OR ROCK DRILLING; MINING
    • E21BEARTH OR ROCK DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B49/00Testing the nature of borehole walls; Formation testing; Methods or apparatus for obtaining samples of soil or well fluids, specially adapted to earth drilling or wells
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V11/00Prospecting or detecting by methods combining techniques covered by two or more of main groups G01V1/00 - G01V9/00
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01VGEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V3/00Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation
    • G01V3/38Processing data, e.g. for analysis, for interpretation, for correction
    • EFIXED CONSTRUCTIONS
    • E21EARTH OR ROCK DRILLING; MINING
    • E21BEARTH OR ROCK DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B2200/00Special features related to earth drilling for obtaining oil, gas or water
    • E21B2200/22Fuzzy logic, artificial intelligence, neural networks or the like

Landscapes

  • Life Sciences & Earth Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Geology (AREA)
  • Physics & Mathematics (AREA)
  • Environmental & Geological Engineering (AREA)
  • Geophysics (AREA)
  • General Physics & Mathematics (AREA)
  • Mining & Mineral Resources (AREA)
  • Remote Sensing (AREA)
  • Fluid Mechanics (AREA)
  • Geochemistry & Mineralogy (AREA)
  • Investigation Of Foundation Soil And Reinforcement Of Foundation Soil By Compacting Or Drainage (AREA)
  • Arc-Extinguishing Devices That Are Switches (AREA)
  • Analysing Materials By The Use Of Radiation (AREA)
ZA93778A 1992-03-16 1993-02-04 Method for estimating formation permeability from wireline logs using neural networks ZA93778B (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
US07/852,036 US5251286A (en) 1992-03-16 1992-03-16 Method for estimating formation permeability from wireline logs using neural networks

Publications (1)

Publication Number Publication Date
ZA93778B true ZA93778B (en) 1994-05-04

Family

ID=25312352

Family Applications (1)

Application Number Title Priority Date Filing Date
ZA93778A ZA93778B (en) 1992-03-16 1993-02-04 Method for estimating formation permeability from wireline logs using neural networks

Country Status (9)

Country Link
US (1) US5251286A (de)
EP (1) EP0561492B1 (de)
AU (1) AU668903B2 (de)
CA (1) CA2078402A1 (de)
DE (1) DE69316057T2 (de)
MX (1) MX9301176A (de)
NO (1) NO306582B1 (de)
NZ (1) NZ245838A (de)
ZA (1) ZA93778B (de)

Families Citing this family (93)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5517667A (en) * 1993-06-14 1996-05-14 Motorola, Inc. Neural network that does not require repetitive training
US5440525A (en) * 1993-10-25 1995-08-08 Atlantic Richfield Company Seismic data hydrocarbon indicator
US5536938A (en) * 1995-02-22 1996-07-16 Mobil Oil Corporation Pulsed neutron decay logging
US5828981A (en) * 1995-05-11 1998-10-27 Texaco Inc. Generating pore types and synthetic capillary pressure curves from wireline logs using neural networks
US5699246A (en) * 1995-09-22 1997-12-16 Schlumberger Technology Corporation Method to estimate a corrected response of a measurement apparatus relative to a set of known responses and observed measurements
US5749417A (en) * 1996-03-05 1998-05-12 Panex Corporation Production log
GB2303475B (en) * 1996-03-12 1997-07-09 Barnard Eric Edward Exploration for minerals
US7032689B2 (en) * 1996-03-25 2006-04-25 Halliburton Energy Services, Inc. Method and system for predicting performance of a drilling system of a given formation
US6612382B2 (en) * 1996-03-25 2003-09-02 Halliburton Energy Services, Inc. Iterative drilling simulation process for enhanced economic decision making
US5794720A (en) * 1996-03-25 1998-08-18 Dresser Industries, Inc. Method of assaying downhole occurrences and conditions
US5862513A (en) * 1996-11-01 1999-01-19 Western Atlas International, Inc. Systems and methods for forward modeling of well logging tool responses
US6002985A (en) * 1997-05-06 1999-12-14 Halliburton Energy Services, Inc. Method of controlling development of an oil or gas reservoir
US6044327A (en) * 1997-11-13 2000-03-28 Dresser Industries, Inc. Method for quantifying the lithologic composition of formations surrounding earth boreholes
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
US6574565B1 (en) 1998-09-15 2003-06-03 Ronald R. Bush System and method for enhanced hydrocarbon recovery
US6236942B1 (en) 1998-09-15 2001-05-22 Scientific Prediction Incorporated System and method for delineating spatially dependent objects, such as hydrocarbon accumulations from seismic data
FR2788135B1 (fr) * 1998-12-30 2001-03-23 Schlumberger Services Petrol Procede d'obtention d'une image bidimensionnelle developpee de la paroi d'un forage
US6175808B1 (en) * 1999-02-19 2001-01-16 The Aerospace Corporation Lightning effects monitoring and retest evaluation method
FR2796726B1 (fr) * 1999-07-22 2001-09-21 Schlumberger Services Petrol Procede de reconstruction tridimensionnelle d'une grandeur physique dans l'environnement d'un forage
US6980940B1 (en) * 2000-02-22 2005-12-27 Schlumberger Technology Corp. Intergrated reservoir optimization
GB0009266D0 (en) 2000-04-15 2000-05-31 Camco Int Uk Ltd Method and apparatus for predicting an operating characteristic of a rotary earth boring bit
AU2002241657B2 (en) * 2000-12-19 2008-01-31 Halliburton Energy Services, Inc. Processing well logging data with neural network
US6789620B2 (en) * 2001-02-16 2004-09-14 Halliburton Energy Services, Inc. Downhole sensing and flow control utilizing neural networks
US7991717B1 (en) 2001-09-10 2011-08-02 Bush Ronald R Optimal cessation of training and assessment of accuracy in a given class of neural networks
US6691037B1 (en) * 2002-12-12 2004-02-10 Schlumberger Technology Corporation Log permeability model calibration using reservoir fluid flow measurements
US8374974B2 (en) * 2003-01-06 2013-02-12 Halliburton Energy Services, Inc. Neural network training data selection using memory reduced cluster analysis for field model development
US6799117B1 (en) 2003-05-28 2004-09-28 Halliburton Energy Services, Inc. Predicting sample quality real time
US7814036B2 (en) * 2003-06-19 2010-10-12 Haliburton Energy Services, Inc. Processing well logging data with neural network
US7280987B2 (en) * 2004-03-26 2007-10-09 Halliburton Energy Services, Inc. Genetic algorithm based selection of neural network ensemble for processing well logging data
GB2413403B (en) 2004-04-19 2008-01-09 Halliburton Energy Serv Inc Field synthesis system and method for optimizing drilling operations
US20060062082A1 (en) * 2004-09-23 2006-03-23 Halliburton Energy Services, Inc. Method and apparatus for generating acoustic signal with single mode of propagation
US7613665B2 (en) * 2005-06-24 2009-11-03 Halliburton Energy Services, Inc. Ensembles of neural networks with different input sets
US7587373B2 (en) * 2005-06-24 2009-09-08 Halliburton Energy Services, Inc. Neural network based well log synthesis with reduced usage of radioisotopic sources
WO2008112921A1 (en) * 2007-03-14 2008-09-18 Halliburton Energy Services, Inc. Neural-network based surrogate model construction methods and applications thereof
WO2009075667A2 (en) * 2007-11-30 2009-06-18 Halliburton Energy Services Method and system for predicting performance of a drilling system having multiple cutting structures
US20090182693A1 (en) * 2008-01-14 2009-07-16 Halliburton Energy Services, Inc. Determining stimulation design parameters using artificial neural networks optimized with a genetic algorithm
US9514388B2 (en) * 2008-08-12 2016-12-06 Halliburton Energy Services, Inc. Systems and methods employing cooperative optimization-based dimensionality reduction
MX2010006102A (es) * 2008-08-26 2010-07-02 Halliburton Energy Serv Inc Metodo y sistema de procesamiento de curvas de decrecimiento de velocidad de conteo gamma usando redes neuronales.
EP2331904B1 (de) * 2008-10-03 2018-04-18 Halliburton Energy Services, Inc. Verfahren und system zur vorhersage der leistung eines bohrsystems
AU2009341850A1 (en) 2009-03-13 2011-09-29 Exxonmobil Upstream Research Company Method for predicting fluid flow
US8898045B2 (en) 2009-04-21 2014-11-25 Halliburton Energy Services, Inc. System and method of predicting gas saturation of a formation using neural networks
AU2011382648B2 (en) 2011-12-08 2014-12-04 Halliburton Energy Services, Inc. Permeability prediction systems and methods using quadratic discriminant analysis
US9229127B2 (en) 2013-02-21 2016-01-05 Saudi Arabian Oil Company Methods program code, computer readable media, and apparatus for predicting matrix permeability by optimization and variance correction of K-nearest neighbors
CN103485770B (zh) * 2013-06-19 2016-08-10 中国石油天然气集团公司 一种基于人工神经网络求取含油饱和度的方法及系统
RU2580786C2 (ru) * 2014-05-22 2016-04-10 Максим Сергеевич Слетнев Способ мониторинга состояния узлов автоматизированных технологических комплексов производств непрерывного типа
US9501740B2 (en) 2014-06-03 2016-11-22 Saudi Arabian Oil Company Predicting well markers from artificial neural-network-predicted lithostratigraphic facies
CN104453875B (zh) * 2014-10-29 2018-05-01 中国石油集团川庆钻探工程有限公司 基于自组织竞争神经网络的页岩气储层识别方法
FR3038408B1 (fr) * 2015-06-30 2017-08-25 Services Petroliers Schlumrberger Modelisation de la saturation et permeabilite de reservoir de champ petrolifere
US10145227B2 (en) 2015-07-31 2018-12-04 The Johns Hopkins University Method for estimating permeability of fractured rock formations from induced slow fluid pressure waves
CN105842754B (zh) * 2016-03-24 2019-05-07 中国石油天然气股份有限公司 一种定量确定超深层致密砂岩裂缝有效性的方法
WO2017171576A1 (en) * 2016-03-31 2017-10-05 Schlumberger Technology Corporation Method for predicting perfomance of a well penetrating
US10977337B2 (en) 2016-11-04 2021-04-13 Landmark Graphics Corporation Determining active constraints in network using pseudo slack variables
AU2016428603A1 (en) * 2016-11-04 2019-03-14 Landmark Graphics Corporation Managing a network of wells and surface facilities by finding a steady-state flow solution for a pipe sub-network
WO2019040288A1 (en) 2017-08-25 2019-02-28 Exxonmobil Upstream Researchcompany AUTOMATED SEISMIC INTERPRETATION USING NEURALLY CONVOLVED NETWORKS
WO2019089490A1 (en) * 2017-10-30 2019-05-09 Schlumberger Technology Corporation System and method for automatic well log depth matching
CN109389128B (zh) 2018-08-24 2021-08-27 中国石油天然气股份有限公司 电成像测井图像特征自动提取方法及装置
CN109212617B (zh) 2018-08-24 2020-09-08 中国石油天然气股份有限公司 电成像测井相自动识别方法及装置
CN109339774B (zh) * 2018-10-18 2021-09-28 中国石油化工股份有限公司 基于边界层的低渗透变形介质非线性渗流数值模拟方法
AU2019367605A1 (en) 2018-10-25 2021-03-11 Chevron U.S.A. Inc. System and method for quantitative analysis of borehole images
US11397272B2 (en) 2018-12-11 2022-07-26 Exxonmobil Upstream Research Company Data augmentation for seismic interpretation systems and methods
BR112021011253A2 (pt) 2018-12-11 2021-08-24 Exxonmobil Upstream Research Company Treinamento de sistemas de aprendizado de máquina para interpretação sísmica
US11693139B2 (en) 2018-12-11 2023-07-04 ExxonMobil Technology and Engineering Company Automated seismic interpretation-guided inversion
CA3122685C (en) 2018-12-11 2024-01-09 Exxonmobil Upstream Research Company Automated seismic interpretation systems and methods for continual learning and inference of geological features
CA3122686C (en) 2018-12-11 2023-10-24 Exxonmobil Upstream Research Company Automated reservoir modeling using deep generative networks
US10824815B2 (en) * 2019-01-02 2020-11-03 Netapp, Inc. Document classification using attention networks
RU2717740C1 (ru) * 2019-05-28 2020-03-25 Федеральное государственное бюджетное учреждение науки Институт физики Земли им. О.Ю. Шмидта Российской академии наук Способ прогноза открытой пористости в пространстве между скважинами
CN110187393B (zh) * 2019-05-28 2020-08-11 吉林大学 一种基于广义回归神经网络的航磁补偿方法
US11966828B2 (en) 2019-06-21 2024-04-23 Cgg Services Sas Estimating permeability values from well logs using a depth blended model
US11319478B2 (en) 2019-07-24 2022-05-03 Saudi Arabian Oil Company Oxidizing gasses for carbon dioxide-based fracturing fluids
US11492541B2 (en) 2019-07-24 2022-11-08 Saudi Arabian Oil Company Organic salts of oxidizing anions as energetic materials
CN110852527B (zh) * 2019-11-20 2022-05-31 成都理工大学 一种结合深度学习的储层物性参数预测方法
CN111027249B (zh) * 2019-12-10 2021-02-26 北京科技大学 一种基于机器学习的井间连通性评价方法
US11352548B2 (en) 2019-12-31 2022-06-07 Saudi Arabian Oil Company Viscoelastic-surfactant treatment fluids having oxidizer
WO2021138355A1 (en) 2019-12-31 2021-07-08 Saudi Arabian Oil Company Viscoelastic-surfactant fracturing fluids having oxidizer
CN111335887B (zh) * 2020-02-24 2023-07-14 华北理工大学 基于卷积神经网络的气井积液预测方法
US11464451B1 (en) 2020-03-11 2022-10-11 Huxley Medical, Inc. Patch for improved biometric data capture and related processes
US11906695B2 (en) * 2020-03-12 2024-02-20 Saudi Arabian Oil Company Method and system for generating sponge core data from dielectric logs using machine learning
CN111474585B (zh) * 2020-03-16 2023-04-25 中国石油天然气集团有限公司 一种基于深度学习和岩石力学参数的气层识别方法
CN111783825B (zh) * 2020-05-26 2024-06-28 中国石油天然气集团有限公司 一种基于卷积神经网络学习的测井岩性识别方法
CN111723526A (zh) * 2020-06-24 2020-09-29 中国地质大学(北京) 动态回归委员会机器测井储层参数预测方法及系统
US11703612B2 (en) 2020-06-25 2023-07-18 Schlumberger Technology Corporation Methods and systems for characterizing a hydrocarbon-bearing rock formation using electromagnetic measurements
CN111984928B (zh) * 2020-08-18 2024-02-20 中国石油化工股份有限公司 一种测井资料计算页岩油储层有机碳含量的方法
US11028648B1 (en) * 2020-11-05 2021-06-08 Quaise, Inc. Basement rock hybrid drilling
US11542815B2 (en) 2020-11-30 2023-01-03 Saudi Arabian Oil Company Determining effect of oxidative hydraulic fracturing
US11649702B2 (en) 2020-12-03 2023-05-16 Saudi Arabian Oil Company Wellbore shaped perforation assembly
CN112983394A (zh) * 2021-02-07 2021-06-18 中国石油天然气股份有限公司 基于测井资料的曲线构建方法、装置和存储介质
US11660005B1 (en) 2021-06-04 2023-05-30 Huxley Medical, Inc. Processing and analyzing biometric data
US11697988B2 (en) 2021-09-21 2023-07-11 Saudi Arabian Oil Company Method and apparatus for generating artificial permeability during completion phase
US12025589B2 (en) 2021-12-06 2024-07-02 Saudi Arabian Oil Company Indentation method to measure multiple rock properties
US11619127B1 (en) 2021-12-06 2023-04-04 Saudi Arabian Oil Company Wellhead acoustic insulation to monitor hydraulic fracturing
US12012550B2 (en) 2021-12-13 2024-06-18 Saudi Arabian Oil Company Attenuated acid formulations for acid stimulation
CN114693005B (zh) * 2022-05-31 2022-08-26 中国石油大学(华东) 基于卷积傅里叶神经网络的三维地下油藏动态预测方法
CN117740652B (zh) * 2024-02-19 2024-05-10 中国地质大学(武汉) 一种植生型多孔混凝土透砂系数快速测定方法及系统

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US3802259A (en) * 1970-11-27 1974-04-09 Marathon Oil Co Well logging method
US4716973A (en) * 1985-06-14 1988-01-05 Teleco Oilfield Services Inc. Method for evaluation of formation invasion and formation permeability
NO862328L (no) * 1985-06-14 1986-12-15 Teleco Oilfield Services Inc Fremgangsmaate til aa evaluere formasjonsinvasjon og formasjonspermelabilitet ved borehullslogging.
US4961343A (en) * 1986-01-13 1990-10-09 Idl, Inc. Method for determining permeability in hydrocarbon wells
US4912655A (en) * 1988-12-14 1990-03-27 Gte Laboratories Incorporated Adjusting neural networks
US4964101A (en) * 1989-03-23 1990-10-16 Schlumberger Technology Corp. Method for determining fluid mobility characteristics of earth formations
US5052043A (en) * 1990-05-07 1991-09-24 Eastman Kodak Company Neural network with back propagation controlled through an output confidence measure

Also Published As

Publication number Publication date
CA2078402A1 (en) 1993-09-17
DE69316057D1 (de) 1998-02-12
AU668903B2 (en) 1996-05-23
US5251286A (en) 1993-10-05
EP0561492A3 (de) 1994-04-13
NO930575L (no) 1993-09-17
NZ245838A (en) 1996-05-28
MX9301176A (es) 1993-09-01
EP0561492A2 (de) 1993-09-22
DE69316057T2 (de) 1998-04-23
AU3299793A (en) 1993-09-23
NO930575D0 (no) 1993-02-18
NO306582B1 (no) 1999-11-22
EP0561492B1 (de) 1998-01-07

Similar Documents

Publication Publication Date Title
ZA93778B (en) Method for estimating formation permeability from wireline logs using neural networks
GB9319816D0 (en) Method for intraprocessor communication
EG19392A (en) Improved method for omprazole symthesis
AU9155991A (en) Method for selectively reducing subterranean water permeability
EP0602922A3 (de) Verfahren zur Herstellung von dicycloalkylsubstituierten Silanen.
EP0459324A3 (en) Slip casting method
GB9324489D0 (en) Method for channel adaptive detecting/equalizing
GB9618043D0 (en) Formation density well logging
EP0578962A3 (de) Rezeptoridentifizierungsverfahren.
HU9300657D0 (en) Method for producing dialkyl-2,3-pyridine-dicarboxylate derivatives
ZA93782B (en) Determination method.
GB2093500B (en) Method for controlling subsurface blowout
GB2260136B (en) Method for producing octadienols
GB9316008D0 (en) Method for determining weight on bit
GB2267300B (en) Method for detecting drillstring washouts
HU9300927D0 (en) Method for hetero-annulation
EP0466022A3 (en) Teaching method for recurrent neural networks
EP0449666A3 (en) Method for forming mud guard
HU9301531D0 (en) Method for producing twice protected 2,3-hydroxy-methyl-cyclobutanole
EP0587405A3 (en) Acoustic well logging method
LT95008A (en) Method for making window block
ITBO930165A0 (it) Metodo per la realizzazione di sigarette con filtro.
GB9120256D0 (en) Method for inhibiting scale formation
GB9120257D0 (en) Method for inhibiting scale formation
GB9120263D0 (en) Method for inhibiting scale formation