EA200970305A1 - Способ для прогнозирования добычи нефтяного пласта-коллектора с использованием генетического программирования - Google Patents

Способ для прогнозирования добычи нефтяного пласта-коллектора с использованием генетического программирования

Info

Publication number
EA200970305A1
EA200970305A1 EA200970305A EA200970305A EA200970305A1 EA 200970305 A1 EA200970305 A1 EA 200970305A1 EA 200970305 A EA200970305 A EA 200970305A EA 200970305 A EA200970305 A EA 200970305A EA 200970305 A1 EA200970305 A1 EA 200970305A1
Authority
EA
Eurasian Patent Office
Prior art keywords
genetic programming
predicting
manifold
production
oil layer
Prior art date
Application number
EA200970305A
Other languages
English (en)
Inventor
Дэвид А. Уилкинсон
Тина Йю
Александр Кастеллини
Original Assignee
Шеврон Ю.Эс.Эй. Инк.
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 Шеврон Ю.Эс.Эй. Инк. filed Critical Шеврон Ю.Эс.Эй. Инк.
Publication of EA200970305A1 publication Critical patent/EA200970305A1/ru

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/12—Computing arrangements based on biological models using genetic models
    • G06N3/126—Evolutionary algorithms, e.g. genetic algorithms or genetic programming
    • E—FIXED CONSTRUCTIONS
    • E21—EARTH OR ROCK DRILLING; MINING
    • E21B—EARTH OR ROCK DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B43/00—Methods or apparatus for obtaining oil, gas, water, soluble or meltable materials or a slurry of minerals from wells
    • E—FIXED CONSTRUCTIONS
    • E21—EARTH OR ROCK DRILLING; MINING
    • E21B—EARTH OR ROCK DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B49/00—Testing 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
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V20/00—Geomodelling in general
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V2210/00—Details of seismic processing or analysis
    • G01V2210/60—Analysis
    • G01V2210/66—Subsurface modeling
    • G01V2210/663—Modeling production-induced effects

Landscapes

  • Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Mining & Mineral Resources (AREA)
  • Geology (AREA)
  • Biophysics (AREA)
  • Health & Medical Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Evolutionary Biology (AREA)
  • Geochemistry & Mineralogy (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Fluid Mechanics (AREA)
  • Environmental & Geological Engineering (AREA)
  • Evolutionary Computation (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Artificial Intelligence (AREA)
  • Genetics & Genomics (AREA)
  • Physiology (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

Способ, использующий генетическое программирование для создания вспомогательных заместителей прогнозирования воспроизведения истории (фиг.1, В1 16 & Bl 18) для имитаторов пласта-коллектора. Действуя в качестве заменителей для компьютерных имитаторов, заместители генетического программирования оценивают большое количество моделей пласта-коллектора (фиг.1, В124) и предсказывают прогнозы будущей добычи для нефтяных пластов-коллекторов (фиг.1, Bl 30).
EA200970305A 2006-09-20 2007-09-18 Способ для прогнозирования добычи нефтяного пласта-коллектора с использованием генетического программирования EA200970305A1 (ru)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US11/533,550 US7657494B2 (en) 2006-09-20 2006-09-20 Method for forecasting the production of a petroleum reservoir utilizing genetic programming
PCT/US2007/078772 WO2008036664A2 (en) 2006-09-20 2007-09-18 Forecasting petroleum reservoir production using genetic algorithms

Publications (1)

Publication Number Publication Date
EA200970305A1 true EA200970305A1 (ru) 2009-10-30

Family

ID=39201204

Family Applications (1)

Application Number Title Priority Date Filing Date
EA200970305A EA200970305A1 (ru) 2006-09-20 2007-09-18 Способ для прогнозирования добычи нефтяного пласта-коллектора с использованием генетического программирования

Country Status (9)

Country Link
US (1) US7657494B2 (ru)
EP (1) EP2064630A4 (ru)
CN (1) CN101517560A (ru)
AU (1) AU2007299906A1 (ru)
BR (1) BRPI0716865A2 (ru)
CA (1) CA2662245A1 (ru)
EA (1) EA200970305A1 (ru)
NO (1) NO20091536L (ru)
WO (1) WO2008036664A2 (ru)

Families Citing this family (72)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7584165B2 (en) * 2003-01-30 2009-09-01 Landmark Graphics Corporation Support apparatus, method and system for real time operations and maintenance
US7725302B2 (en) * 2003-12-02 2010-05-25 Schlumberger Technology Corporation Method and system and program storage device for generating an SWPM-MDT workflow in response to a user objective and executing the workflow to produce a reservoir response model
AU2007207497B8 (en) * 2006-01-20 2013-05-16 Landmark Graphics Corporation Dynamic production system management
WO2008033439A2 (en) 2006-09-13 2008-03-20 Aurilab, Llc Robust pattern recognition system and method using socratic agents
US8437996B2 (en) 2007-12-13 2013-05-07 Exxonmobil Upstream Research Company Parallel adaptive data partitioning on a reservoir simulation using an unstructured grid
US9043189B2 (en) * 2009-07-29 2015-05-26 ExxonMobil Upstream Research—Law Department Space-time surrogate models of subterranean regions
WO2011037580A1 (en) 2009-09-25 2011-03-31 Landmark Graphics Corporation Systems and methods for the quantitative estimate of production-forecast uncertainty
CN102741855B (zh) 2010-02-12 2016-10-26 埃克森美孚上游研究公司 用于将并行模拟模型分区的方法和系统
CN102754105B (zh) * 2010-02-12 2016-05-25 埃克森美孚上游研究公司 用于创建历史匹配模拟模型的方法和系统
US8731872B2 (en) 2010-03-08 2014-05-20 Exxonmobil Upstream Research Company System and method for providing data corresponding to physical objects
WO2011112221A1 (en) 2010-03-12 2011-09-15 Exxonmobil Upstream Research Company Dynamic grouping of domain objects via smart groups
US8731887B2 (en) 2010-04-12 2014-05-20 Exxonmobile Upstream Research Company System and method for obtaining a model of data describing a physical structure
US8727017B2 (en) 2010-04-22 2014-05-20 Exxonmobil Upstream Research Company System and method for obtaining data on an unstructured grid
US8731873B2 (en) 2010-04-26 2014-05-20 Exxonmobil Upstream Research Company System and method for providing data corresponding to physical objects
CN102870087B (zh) 2010-04-30 2016-11-09 埃克森美孚上游研究公司 流体有限体积仿真的方法和系统
CN102279852B (zh) * 2010-06-12 2013-11-06 中国石油化工股份有限公司 一种基于遗传算法的油藏自动历史拟合系统及其拟合方法
US10083254B2 (en) 2010-06-15 2018-09-25 Exxonmobil Upstream Research Company Method and system for stabilizing formulation methods
US8532968B2 (en) * 2010-06-16 2013-09-10 Foroil Method of improving the production of a mature gas or oil field
CA2803068C (en) 2010-07-29 2016-10-11 Exxonmobil Upstream Research Company Method and system for reservoir modeling
US10087721B2 (en) 2010-07-29 2018-10-02 Exxonmobil Upstream Research Company Methods and systems for machine—learning based simulation of flow
EP2599023B1 (en) 2010-07-29 2019-10-23 Exxonmobil Upstream Research Company Methods and systems for machine-learning based simulation of flow
US8731875B2 (en) 2010-08-13 2014-05-20 Exxonmobil Upstream Research Company System and method for providing data corresponding to physical objects
US8855986B2 (en) 2010-09-03 2014-10-07 Chevron U.S.A. Inc. Iterative method and system to construct robust proxy models for reservoir simulation
CA2807300C (en) 2010-09-20 2017-01-03 Exxonmobil Upstream Research Company Flexible and adaptive formulations for complex reservoir simulations
CA2823017A1 (en) 2011-01-26 2012-08-02 Exxonmobil Upstream Research Company Method of reservoir compartment analysis using topological structure in 3d earth model
EP2678718A2 (en) * 2011-02-23 2014-01-01 Total SA Computerized method for the estimation of a value for at least a parameter of a hydrocarbon-producing region, for planning the operation and operating the region
US10545260B2 (en) 2011-04-15 2020-01-28 Conocophillips Company Updating geological facies models using the Ensemble Kalman filter
EP2756382A4 (en) 2011-09-15 2015-07-29 Exxonmobil Upstream Res Co MATRIX AND VECTOR OPERATIONS OPTIMIZED IN LIMITED INSTRUCTION ALGORITHMS THAT COMPLETE EOS CALCULATIONS
WO2013059079A1 (en) * 2011-10-20 2013-04-25 Schlumberger Canada Limited Optimization of a multi-period model for valuation applied to flow control valves
WO2013077876A1 (en) * 2011-11-22 2013-05-30 Soft Machines, Inc. A microprocessor accelerated code optimizer
EP2850467B1 (en) * 2012-05-14 2018-06-20 Landmark Graphics Corporation Method and system of predicting future hydrocarbon production
WO2013172813A1 (en) * 2012-05-14 2013-11-21 Landmark Graphics Corporation Modeling stress around a wellbore
AU2013274731B2 (en) * 2012-06-15 2016-08-25 Landmark Graphics Corporation Systems and methods for optimizing facility limited production and injection in an integrated reservoir and gathering network
CN102880903B (zh) * 2012-07-13 2013-10-09 刘立峰 混沌量子粒子群模糊神经网络叠前非线性流体识别方法
US9460403B2 (en) * 2012-07-31 2016-10-04 Landmark Graphics Corporation Methods and systems related to hydrocarbon recovery strategy development
US9260948B2 (en) * 2012-07-31 2016-02-16 Landmark Graphics Corporation Multi-level reservoir history matching
CN102865059B (zh) * 2012-09-26 2015-01-21 中国石油天然气股份有限公司 一种对裂缝-孔隙型油藏产能进行预测的方法及装置
EP2901363A4 (en) 2012-09-28 2016-06-01 Exxonmobil Upstream Res Co ERROR REMOVAL IN GEOLOGICAL MODELS
US10531251B2 (en) 2012-10-22 2020-01-07 United States Cellular Corporation Detecting and processing anomalous parameter data points by a mobile wireless data network forecasting system
CN105247484B (zh) 2013-03-15 2021-02-23 英特尔公司 利用本地分布式标志体系架构来仿真访客集中式标志体系架构的方法
EP2811107A1 (en) * 2013-06-06 2014-12-10 Repsol, S.A. Method for selecting and optimizing oil field controls for production plateau
ES2660432T3 (es) 2013-06-06 2018-03-22 Repsol, S.A. Método para evaluar planes de estrategia de producción
WO2014200685A2 (en) 2013-06-10 2014-12-18 Exxonmobil Upstream Research Company Interactively planning a well site
US20140372041A1 (en) * 2013-06-14 2014-12-18 Baker Hughes Incorporated Validation of physical and mechanical rock properties for geomechanical analysis
US10689965B2 (en) * 2013-08-26 2020-06-23 Repsol, S.A. Field development plan selection system, method and program product
US9864098B2 (en) 2013-09-30 2018-01-09 Exxonmobil Upstream Research Company Method and system of interactive drill center and well planning evaluation and optimization
GB2520558A (en) * 2013-11-26 2015-05-27 Total E & P Uk Ltd Method of subsurface modelling
US11047232B2 (en) * 2013-12-31 2021-06-29 Biota Technology, Inc Microbiome based systems, apparatus and methods for the exploration and production of hydrocarbons
US11028449B2 (en) 2013-12-31 2021-06-08 Biota Technology, Inc. Microbiome based systems, apparatus and methods for monitoring and controlling industrial processes and systems
EP3074913B1 (en) * 2014-01-02 2023-09-27 Landmark Graphics Corporation History matching multi-porosity solutions
MX2016008634A (es) 2014-01-24 2016-09-26 Landmark Graphics Corp Determinacion de ubicaciones de evaluacion en un sistema de yacimiento.
US9689245B2 (en) 2014-01-24 2017-06-27 King Fahd University Of Petroleum And Minerals Quantification of skin in hydraulic fracturing of low and tight reservoirs
CN103869783B (zh) * 2014-03-18 2016-07-13 东北大学 一种精矿产量在线预测方法
CN105095981A (zh) * 2014-05-23 2015-11-25 中国石油化工股份有限公司 一种基于人机交互的油气藏规模序列资源评价方法
AU2015298233B2 (en) 2014-07-30 2018-02-22 Exxonmobil Upstream Research Company Method for volumetric grid generation in a domain with heterogeneous material properties
EP3213125A1 (en) 2014-10-31 2017-09-06 Exxonmobil Upstream Research Company Corp-urc-e2. 4A.296 Methods to handle discontinuity in constructing design space for faulted subsurface model using moving least squares
WO2016069171A1 (en) 2014-10-31 2016-05-06 Exxonmobil Upstream Research Company Handling domain discontinuity in a subsurface grid model with the help of grid optimization techniques
CN104481502A (zh) * 2014-11-13 2015-04-01 克拉玛依红有软件有限责任公司 一种利用油藏结构递减法预测原油产量的方法
WO2017111964A1 (en) * 2015-12-22 2017-06-29 Landmark Graphics Corporation Method for improving reservoir performance by using data science
CN105631754B (zh) * 2015-12-29 2019-03-15 中国石油天然气股份有限公司 一种确定海外油田的产量剖面数据的方法和装置
CA3010283C (en) * 2015-12-29 2024-02-13 Schlumberger Canada Limited Machine learning for production prediction
EP3559401B1 (en) 2016-12-23 2023-10-18 ExxonMobil Technology and Engineering Company Method and system for stable and efficient reservoir simulation using stability proxies
US11087221B2 (en) * 2017-02-20 2021-08-10 Saudi Arabian Oil Company Well performance classification using artificial intelligence and pattern recognition
US10738599B2 (en) * 2017-03-10 2020-08-11 International Business Machines Corporation System and tool with increased forecast accuracy to configure well settings in mature oil fields
AU2017424316A1 (en) * 2017-07-21 2020-01-02 Landmark Graphics Corporation Deep learning based reservoir modeling
CN108533247B (zh) * 2017-12-19 2021-05-14 中国地质大学（武汉） 一种确定机抽生产油井产状的方法
CN109446538B (zh) * 2018-06-21 2021-08-17 北京国双科技有限公司 注水与采油井关系模型获得方法及产量和注水量确定方法
CN110400006B (zh) * 2019-07-02 2022-06-03 中国石油化工股份有限公司 基于深度学习算法的油井产量预测方法
JP7242590B2 (ja) * 2020-02-05 2023-03-20 株式会社東芝 機械学習モデル圧縮システム、プルーニング方法及びプログラム
CN113158470B (zh) * 2020-11-25 2022-09-23 中国石油大学(华东) 基于迁移学习的油藏自动历史拟合系统与方法
US20220381130A1 (en) * 2021-05-27 2022-12-01 Halliburton Energy Services, Inc. Formation and reservoir rock modeling using symbolic regression
US20230237225A1 (en) * 2022-01-24 2023-07-27 Conocophillips Company Machine learning based reservoir modeling

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6101447A (en) * 1998-02-12 2000-08-08 Schlumberger Technology Corporation Oil and gas reservoir production analysis apparatus and method
US20030036890A1 (en) * 2001-04-30 2003-02-20 Billet Bradford E. Predictive method
US7778715B2 (en) * 2005-01-31 2010-08-17 Hewlett-Packard Development Company Methods and systems for a prediction model
US7516016B2 (en) * 2006-06-09 2009-04-07 Demartini David C Method for improving prediction of the viability of potential petroleum reservoirs

Also Published As

Publication number Publication date
EP2064630A4 (en) 2010-08-25
BRPI0716865A2 (pt) 2013-10-15
WO2008036664A2 (en) 2008-03-27
AU2007299906A1 (en) 2008-03-27
WO2008036664A3 (en) 2008-11-20
CN101517560A (zh) 2009-08-26
NO20091536L (no) 2009-06-19
CA2662245A1 (en) 2008-03-27
US7657494B2 (en) 2010-02-02
US20080082469A1 (en) 2008-04-03
EP2064630A2 (en) 2009-06-03

Similar Documents

Publication Publication Date Title
EA200970305A1 (ru) Способ для прогнозирования добычи нефтяного пласта-коллектора с использованием генетического программирования
WO2007022352A3 (en) Method and system for integrated asset management utilizing multi-level modeling of oil field assets
BRPI0806149A2 (pt) Sistema para realizar uma operação de perfuração em um campo de petróleo, método de realizar uma operação de perfuração para um campo de petróleo, e meio de armazenamento legível por computador que armazena instruções para realizar uma operação de perfuração para um campo de petróleo
GB2447820A (en) Well control systems and associated methods
DE602007013530D1 (de) Verfahren, systeme und computerlesbare medien zur öl- und gasfeldproduktionsoptimierung in echtzeit mit einem proxy-simulator
EA200702234A1 (ru) Способ и устройство для оценки загрязнения флюида в скважине
ATE528816T1 (de) Brennstoffpatrone fur brennstofzelle
ATE459985T1 (de) Verfahren und struktur für einen peltier- gesteuerten phasenwechselspeicher
ATE486297T1 (de) Mehrstufige schicht
GB201217271D0 (en) Traffic sensor management
NO20093384L (no) Sykdomsmarkorer
BRPI0812761A2 (pt) Método de simulação de operações de um campo petrolífero possuindo pelo menos uma instalação de poço, e mídia passível de leitura por computador
DE602007001906D1 (de) System zur Vorhersage biologischer Reaktionen, Verfahren zur Vorhersage biologischer Reaktionen und Computerprogramm
ATE519145T1 (de) Verfahren zum parametrieren von betriebsmitteln
DE602006005624D1 (de) Metaboliten für nk-i-antagonisten zur emesis
Liu et al. Nonlinear network traffic prediction based on BP neural network.
AR063847A1 (es) Generacion de plantas con alteraciones en el contenido de proteina fibras o aceite
AR064373A1 (es) Generacion de plantas con alteraciones en el contenido de aceite, proteinas o fibras
AR064371A1 (es) Generacion de plantas con alteraciones en el contenido de aceite, proteinas, o fibras
UA34641U (ru) Способ прогнозирования риска возникновения и особенностей течения сахарного диабета в зависимости от фенотипических признаков и генетических маркеров
Guerritore et al. Manifold Façades A grammar-based approach for the adaptation of office buildings into housing
Shin et al. Daylight and energy performance of a light pipe system in an underground carpark
Klaar et al. Modelling the sensitivity of river reaches to water abstraction: RAPHSA-a hydroecology tool for environmental managers
Walsh et al. Effect of future climate change on hydrological regimes: inferences for catchment flow management and atlantic salmon
Niemeyer et al. Incorporating a simple two-layer reservoir into a coupled land surface and river routing model to improve river temperature simulations in the Tennessee River Basin