NO20093357L - Neuralnett for bruk i boresimulering - Google Patents

Neuralnett for bruk i boresimulering

Info

Publication number
NO20093357L
NO20093357L NO20093357A NO20093357A NO20093357L NO 20093357 L NO20093357 L NO 20093357L NO 20093357 A NO20093357 A NO 20093357A NO 20093357 A NO20093357 A NO 20093357A NO 20093357 L NO20093357 L NO 20093357L
Authority
NO
Norway
Prior art keywords
drilling tool
optimization system
data
neural network
simulation
Prior art date
Application number
NO20093357A
Other languages
English (en)
Inventor
David P Moran
Mark P Frenzel
Roy Duncan
Original Assignee
Smith International
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 Smith International filed Critical Smith International
Publication of NO20093357L publication Critical patent/NO20093357L/no

Links

Classifications

    • 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
    • E21B7/00—Special methods or apparatus for drilling
    • 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
    • E21B44/00—Automatic control systems specially adapted for drilling operations, i.e. self-operating systems which function to carry out or modify a drilling operation without intervention of a human operator, e.g. computer-controlled drilling systems; Systems specially adapted for monitoring a plurality of drilling variables or conditions
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
    • G05B13/027—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks only
    • G—PHYSICS
    • G05—CONTROLLING; REGULATING
    • G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B17/00—Systems involving the use of models or simulators of said systems
    • G05B17/02—Systems involving the use of models or simulators of said systems electric
    • 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
    • E21B2200/00—Special features related to earth drilling for obtaining oil, gas or water
    • E21B2200/22—Fuzzy logic, artificial intelligence, neural networks or the like

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Mining & Mineral Resources (AREA)
  • Geology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Automation & Control Theory (AREA)
  • Evolutionary Computation (AREA)
  • General Physics & Mathematics (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Environmental & Geological Engineering (AREA)
  • Fluid Mechanics (AREA)
  • Geochemistry & Mineralogy (AREA)
  • Software Systems (AREA)
  • Medical Informatics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Health & Medical Sciences (AREA)
  • Earth Drilling (AREA)
  • Feedback Control In General (AREA)
  • Numerical Control (AREA)

Abstract

En fremgangsmåte for optimering av en boreverktøyanordning innbefatter innlegging av brønndata i et optimeringssystem. Optimeringssystemet har et erfaringsdatasett og et kunstig nettverk. Videre innbefatter fremgangsmåten en sammenligning mellom brønndataene og erfaringsdatasettet og utvikling av en initiell boreverktøyanordning basert på sammenligningen mellom brønndataene og erfaringsdataene, idet boreverktøyanordningen utvikles ved hjelp av det kunstige nettverket. I tillegg innbefatter fremgangsmåten en simulering av den initielle boreverktøyanordningen i optimerings- systemet og tilveiebringelse av resultatdata i Optimeringssystemet basert på simuleringen.
NO20093357A 2007-04-19 2009-11-17 Neuralnett for bruk i boresimulering NO20093357L (no)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US91282007P 2007-04-19 2007-04-19
US12/105,108 US8285531B2 (en) 2007-04-19 2008-04-17 Neural net for use in drilling simulation
PCT/US2008/060909 WO2008131285A1 (en) 2007-04-19 2008-04-18 Neural net for use in drilling simulation

Publications (1)

Publication Number Publication Date
NO20093357L true NO20093357L (no) 2010-01-08

Family

ID=39873127

Family Applications (1)

Application Number Title Priority Date Filing Date
NO20093357A NO20093357L (no) 2007-04-19 2009-11-17 Neuralnett for bruk i boresimulering

Country Status (5)

Country Link
US (2) US8285531B2 (no)
CA (1) CA2684405A1 (no)
GB (1) GB2460793B (no)
NO (1) NO20093357L (no)
WO (1) WO2008131285A1 (no)

Families Citing this family (74)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9482055B2 (en) 2000-10-11 2016-11-01 Smith International, Inc. Methods for modeling, designing, and optimizing the performance of drilling tool assemblies
US7693695B2 (en) * 2000-03-13 2010-04-06 Smith International, Inc. Methods for modeling, displaying, designing, and optimizing fixed cutter bits
GB2419015A (en) * 2003-07-09 2006-04-12 Smith International Methods for modeling designing, and optimizing the performance of drilling tool assemblies
US8417495B2 (en) * 2007-11-07 2013-04-09 Baker Hughes Incorporated Method of training neural network models and using same for drilling wellbores
US20100193254A1 (en) * 2009-01-30 2010-08-05 Halliburton Energy Services, Inc. Matrix Drill Bit with Dual Surface Compositions and Methods of Manufacture
CN101702273B (zh) * 2009-11-10 2011-08-17 成都盛特石油装备模拟技术开发有限公司 便携式钻井模拟系统
BR122013000450A2 (pt) * 2010-01-05 2016-05-10 Halliburton Energy Services Inc método e sistema de modelo de interação de broca e alargador
US8799198B2 (en) * 2010-03-26 2014-08-05 Smith International, Inc. Borehole drilling optimization with multiple cutting structures
US8397800B2 (en) 2010-12-17 2013-03-19 Halliburton Energy Services, Inc. Perforating string with longitudinal shock de-coupler
WO2012148429A1 (en) 2011-04-29 2012-11-01 Halliburton Energy Services, Inc. Shock load mitigation in a downhole perforation tool assembly
WO2012082186A1 (en) 2010-12-17 2012-06-21 Halliburton Energy Services, Inc. Coupler compliance tuning for mitigating shock produced by well perforating
WO2012082142A1 (en) 2010-12-17 2012-06-21 Halliburton Energy Services, Inc. Sensing shock during well perforating
US8393393B2 (en) 2010-12-17 2013-03-12 Halliburton Energy Services, Inc. Coupler compliance tuning for mitigating shock produced by well perforating
US10352158B2 (en) * 2011-03-03 2019-07-16 Baker Hughes, A Ge Company, Llc Synthetic formation evaluation logs based on drilling vibrations
US20120241169A1 (en) 2011-03-22 2012-09-27 Halliburton Energy Services, Inc. Well tool assemblies with quick connectors and shock mitigating capabilities
US9587478B2 (en) * 2011-06-07 2017-03-07 Smith International, Inc. Optimization of dynamically changing downhole tool settings
US9091152B2 (en) 2011-08-31 2015-07-28 Halliburton Energy Services, Inc. Perforating gun with internal shock mitigation
WO2013074056A1 (en) 2011-11-15 2013-05-23 Rubin Heru Modeling tool passage through a well
WO2013074093A1 (en) * 2011-11-15 2013-05-23 Philip Edmund Fox Modeling passage of a tool through a well
WO2013074092A1 (en) 2011-11-15 2013-05-23 Jack Gammill Clemens Modeling operation of a tool in a wellbore
US9359881B2 (en) 2011-12-08 2016-06-07 Marathon Oil Company Processes and systems for drilling a borehole
US9191266B2 (en) 2012-03-23 2015-11-17 Petrolink International System and method for storing and retrieving channel data
US9297228B2 (en) 2012-04-03 2016-03-29 Halliburton Energy Services, Inc. Shock attenuator for gun system
US9518459B1 (en) 2012-06-15 2016-12-13 Petrolink International Logging and correlation prediction plot in real-time
US9512707B1 (en) 2012-06-15 2016-12-06 Petrolink International Cross-plot engineering system and method
US9988880B2 (en) * 2012-07-12 2018-06-05 Halliburton Energy Services, Inc. Systems and methods of drilling control
WO2014046655A1 (en) 2012-09-19 2014-03-27 Halliburton Energy Services, Inc. Perforation gun string energy propagation management with tuned mass damper
US9598940B2 (en) 2012-09-19 2017-03-21 Halliburton Energy Services, Inc. Perforation gun string energy propagation management system and methods
EP2912497B1 (en) * 2012-10-26 2024-12-18 Landmark Graphics Corporation Distributing petrofacies using analytical modeling
CN102968060A (zh) * 2012-11-22 2013-03-13 湖南省电力公司科学研究院 汽轮机调节系统参数智能辨识方法
WO2014084867A1 (en) 2012-12-01 2014-06-05 Halliburton Energy Services, Inc. Protection of electronic devices used with perforating guns
US10428647B1 (en) 2013-09-04 2019-10-01 Petrolink International Ltd. Systems and methods for real-time well surveillance
US10590761B1 (en) 2013-09-04 2020-03-17 Petrolink International Ltd. Systems and methods for real-time well surveillance
CN104636801B (zh) * 2013-11-08 2018-03-16 国家电网公司 一种基于优化bp神经网络的预测输电线路可听噪声方法
CA2948321C (en) 2014-06-09 2020-08-25 Landmark Graphics Corporation Employing a target risk attribute predictor while drilling
US10718187B2 (en) * 2014-06-23 2020-07-21 Smith International, Inc. Methods for analyzing and optimizing drilling tool assemblies
US9951601B2 (en) * 2014-08-22 2018-04-24 Schlumberger Technology Corporation Distributed real-time processing for gas lift optimization
US10443358B2 (en) 2014-08-22 2019-10-15 Schlumberger Technology Corporation Oilfield-wide production optimization
US10101498B2 (en) * 2014-09-05 2018-10-16 Schlumberger Technology Corporation Well survivability in multidimensional geomechanical space
US10920536B2 (en) * 2014-11-04 2021-02-16 Schlumberger Technology Corporation Methods and systems for designing drilling systems
US10494913B2 (en) * 2014-11-20 2019-12-03 Halliburton Energy Services, Inc. Earth formation crushing model
US11333006B2 (en) * 2015-04-03 2022-05-17 Schlumberger Technology Corporation Wellsite system services
CN106156933B (zh) * 2015-04-17 2022-01-28 普拉德研究及开发股份有限公司 设计井规划及预测钻井性能
AU2015413369B2 (en) * 2015-10-30 2021-07-08 Halliburton Energy Services, Inc. Enhancing drilling operations with cognitive computing
WO2017086961A1 (en) 2015-11-19 2017-05-26 Halliburton Energy Services, Inc. System and methods for cross-tool optical fluid model validation and real-time application
US10883346B2 (en) 2015-12-18 2021-01-05 Schlumberger Technology Corporation Method of performing a perforation using selective stress logging
WO2018057676A1 (en) * 2016-09-21 2018-03-29 Cidra Corporate Services, Inc. Anomaly detection and neural network algorithms for pst hydrocyclone condition monitoring
EP3552047B1 (en) * 2016-12-09 2024-07-10 Services Pétroliers Schlumberger Field operations neural network heuristics
EP3619399B1 (en) * 2017-05-03 2023-07-12 Services Pétroliers Schlumberger Drillstring assembly framework
JP6673293B2 (ja) * 2017-05-24 2020-03-25 トヨタ自動車株式会社 車両システム
CA3069128C (en) 2017-08-14 2022-01-25 Exxonmobil Upstream Research Company Methods of drilling a wellbore within a subsurface region and drilling control systems that perform the methods
EP3575890B1 (de) * 2018-05-28 2022-03-30 Siemens Aktiengesellschaft Assistenzsystem zur unterstützung der planung von automatisierungssystemen
WO2020018085A1 (en) 2018-07-18 2020-01-23 Landmark Graphics Corporation Adjusting well tool operation to manipulate the rate-of-penetration (rop) of a drill bit based on multiple rop projections
CN109242838A (zh) * 2018-08-29 2019-01-18 上海市第六人民医院 测量骨盆x光片中中心边缘角的方法、系统、设备及介质
WO2020176494A1 (en) * 2019-02-25 2020-09-03 Smith International Inc. System and architecture for comparing and selecting a drill bit design
US20200302293A1 (en) * 2019-03-20 2020-09-24 Exxonmobil Research And Engineering Company Methods and systems for field development decision optimization
US11675325B2 (en) * 2019-04-04 2023-06-13 Schlumberger Technology Corporation Cutter/rock interaction modeling
CA3141391A1 (en) 2019-05-21 2020-11-26 Schlumberger Canada Limited Drilling control
US12030150B2 (en) 2019-06-10 2024-07-09 Halliburton Energy Services, Inc. Drill bit cutter evaluation methods and systems
WO2020251536A1 (en) 2019-06-10 2020-12-17 Halliburton Energy Services, Inc. Intelligent bit design
US12141960B2 (en) 2019-06-10 2024-11-12 Halliburton Energy Services, Inc. Cutter analysis and mapping
CN110500081B (zh) * 2019-08-31 2022-09-16 中国石油集团川庆钻探工程有限公司 一种基于深度学习的自动钻井方法
US11514383B2 (en) * 2019-09-13 2022-11-29 Schlumberger Technology Corporation Method and system for integrated well construction
WO2021081706A1 (en) 2019-10-28 2021-05-06 Schlumberger Technology Corporation Drilling activity recommendation system and method
WO2021112825A1 (en) 2019-12-03 2021-06-10 Siemens Aktiengesellschaft Computerized engineering tool and methodology to develop neural skills for a robotics system
US11409592B2 (en) 2020-02-13 2022-08-09 Baker Hughes Oilfield Operations Llc Methods of predicting electronic component failures in an earth-boring tool and related systems and apparatus
US11339640B2 (en) 2020-06-02 2022-05-24 Saudi Arabian Oil Company Method and system of drilling with geologically-driven rate of penetration
US12481804B2 (en) * 2020-11-13 2025-11-25 Schlumberger Technology Corporation Cutter and drill bit design by virtual testing with digitized rocks
WO2022139654A1 (en) * 2020-12-21 2022-06-30 Epiroc Rock Drills Aktiebolag Method and system for optimising a drilling parameter during an ongoing drilling process
WO2022156898A1 (en) * 2021-01-21 2022-07-28 Totalenergies Onetech A method of and apparatus for optimizing a drilling strategy
EP4619617A4 (en) * 2022-12-15 2026-03-18 Services Petroliers Schlumberger Drill bit optimizer
CN117328850B (zh) * 2023-09-22 2024-05-14 安百拓(张家口)建筑矿山设备有限公司 钻机控制方法、装置、终端及存储介质
CN120273682B (zh) * 2025-06-10 2025-08-12 国能神东煤炭集团有限责任公司 一种取芯钻机动力头的控制方法及系统
CN122150103A (zh) * 2026-05-09 2026-06-05 新疆石油管理局有限公司 一种压裂液摩擦阻力现场确定方法和系统

Family Cites Families (30)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4794534A (en) * 1985-08-08 1988-12-27 Amoco Corporation Method of drilling a well utilizing predictive simulation with real time data
US5812068A (en) * 1994-12-12 1998-09-22 Baker Hughes Incorporated Drilling system with downhole apparatus for determining parameters of interest and for adjusting drilling direction in response thereto
US6012015A (en) * 1995-02-09 2000-01-04 Baker Hughes Incorporated Control model for production wells
FR2734315B1 (fr) * 1995-05-15 1997-07-04 Inst Francais Du Petrole Methode de determination des conditions de forage comportant un modele de foration
US6021377A (en) * 1995-10-23 2000-02-01 Baker Hughes Incorporated Drilling system utilizing downhole dysfunctions for determining corrective actions and simulating drilling conditions
US6612382B2 (en) * 1996-03-25 2003-09-02 Halliburton Energy Services, Inc. Iterative drilling simulation process for enhanced economic decision making
US6002985A (en) * 1997-05-06 1999-12-14 Halliburton Energy Services, Inc. Method of controlling development of an oil or gas reservoir
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
ID28517A (id) 1998-08-31 2001-05-31 Halliburton Energy Serv Inc Bit kerucut penggulung daya seimbang, sistem metode pengeboran, dan metode disain
EP1117894B2 (en) 1998-08-31 2010-03-03 Halliburton Energy Services, Inc. Roller-cone bits, systems, drilling methods, and design methods with optimization of tooth orientation
US6349595B1 (en) 1999-10-04 2002-02-26 Smith International, Inc. Method for optimizing drill bit design parameters
US6374185B1 (en) * 2000-02-18 2002-04-16 Rdsp I, L.P. Method for generating an estimate of lithological characteristics of a region of the earth's subsurface
US6980940B1 (en) * 2000-02-22 2005-12-27 Schlumberger Technology Corp. Intergrated reservoir optimization
US7020597B2 (en) * 2000-10-11 2006-03-28 Smith International, Inc. Methods for evaluating and improving drilling operations
US6516293B1 (en) * 2000-03-13 2003-02-04 Smith International, Inc. Method for simulating drilling of roller cone bits and its application to roller cone bit design and performance
US7693695B2 (en) * 2000-03-13 2010-04-06 Smith International, Inc. Methods for modeling, displaying, designing, and optimizing fixed cutter bits
US6785641B1 (en) * 2000-10-11 2004-08-31 Smith International, Inc. Simulating the dynamic response of a drilling tool assembly and its application to drilling tool assembly design optimization and drilling performance optimization
US6424919B1 (en) * 2000-06-26 2002-07-23 Smith International, Inc. Method for determining preferred drill bit design parameters and drilling parameters using a trained artificial neural network, and methods for training the artificial neural network
US6346595B1 (en) * 2000-07-07 2002-02-12 Siltech Llc Aromatic dimethicone copolyol polymers as sunscreen agents
US8589124B2 (en) * 2000-08-09 2013-11-19 Smith International, Inc. Methods for modeling wear of fixed cutter bits and for designing and optimizing fixed cutter bits
NO325151B1 (no) * 2000-09-29 2008-02-11 Baker Hughes Inc Fremgangsmate og apparat for dynamisk prediksjonsstyring ved boring ved bruk av neurale nettverk
GB2378371A (en) * 2001-07-31 2003-02-05 Hewlett Packard Co Virtual "Big Brother" broadcasting
WO2003036330A2 (en) * 2001-10-22 2003-05-01 Coppola Emery A Jr Neural network based predication and optimization for groundwater / surface water system
GB2397664B (en) * 2003-01-24 2005-04-20 Schlumberger Holdings System and method for inferring geological classes
US7172037B2 (en) * 2003-03-31 2007-02-06 Baker Hughes Incorporated Real-time drilling optimization based on MWD dynamic measurements
GB2419015A (en) * 2003-07-09 2006-04-12 Smith International Methods for modeling designing, and optimizing the performance of drilling tool assemblies
US7258175B2 (en) * 2004-03-17 2007-08-21 Schlumberger Technology Corporation Method and apparatus and program storage device adapted for automatic drill bit selection based on earth properties and wellbore geometry
US7142986B2 (en) * 2005-02-01 2006-11-28 Smith International, Inc. System for optimizing drilling in real time
US20070185696A1 (en) * 2006-02-06 2007-08-09 Smith International, Inc. Method of real-time drilling simulation
US8335677B2 (en) * 2006-09-01 2012-12-18 Chevron U.S.A. Inc. Method for history matching and uncertainty quantification assisted by global optimization techniques utilizing proxies

Also Published As

Publication number Publication date
CA2684405A1 (en) 2008-10-30
GB2460793A (en) 2009-12-16
GB2460793B (en) 2012-08-15
US20080262810A1 (en) 2008-10-23
GB0917862D0 (en) 2009-11-25
US8954304B2 (en) 2015-02-10
US8285531B2 (en) 2012-10-09
US20130036077A1 (en) 2013-02-07
WO2008131285A1 (en) 2008-10-30

Similar Documents

Publication Publication Date Title
GB2460793A (en) Neural net for use in drilling simulation
GB2445305A (en) Method and system for integrated asset management utilizing multi-level modeling of oil field assets
NO20083660L (no) Fremgangsmater, system og datamaskinlesbare medier for sann tids olje- og gassfeltproduksjonsoptimalisring ved a bruke proksysimulator
WO2007089829A3 (en) Methods, systems, and computer-readable media for fast updating of oil and gas field production models with physical and proxy simulators
EA201391111A1 (ru) Система и способ для использования искусственной нейронной сети для моделирования гидравлики трубопроводов в имитаторе пластов
NO20085092L (no) Fremgangsmate ved generering av beslutningstre integrert med petroteknisk arbeidsflyt
GB2467395A (en) System and method for oilfield production operations
MX2009010537A (es) Repositorio de datos multidimensional para modelar operaciones de campo de petroleo.
MX2009001264A (es) Emulador de campo petrolifero.
CA2876266C (en) Methods and related systems of building models and predicting operational outcomes of a drilling operation
NO20045475L (no) Modellering av geologiske objekter i formasjoner med forkastninger
TW200600669A (en) Method and apparatus and program storage device adapted for automatic drill string design based on wellbore geometry and trajectory requirements
NO20070684L (no) Fremgangsmate ved simulering av boring i sann tid.
EA200970017A1 (ru) Способ и система для проектирования и оптимизации операций бурения и заканчивания в углеводородных пластах - коллекторах
NO20080923L (no) Bronnmodellering knyttet til ekstraksjon av hydrokarboner fra undergrunnsformasjoner
ATE377801T1 (de) Objektorientierte simulation eines kohlenwasserstoffreservoirs
WO2008049035A3 (en) Method and system for delivering and executing best practices in oilfield development projects
MX2009001065A (es) Metodo para diseñar un sello para dispositivo antierupcion utilizando analisis de elementos finitos.
WO2011044211A3 (en) Method and apparatus for drilling a probabilistic approach
SG10201407638RA (en) Small plasma chamber systems and methods
GB2471605A (en) Analyzing an oilfield network for oilfield production
DK1600796T3 (da) Fremgangsmåde til rekonstruktion af en stokastisk model for at forbedre indstillingen deraf til produktionsdataene
WO2008106663A3 (en) Method and apparatus for human behavior modeling in adaptive training
EA200601673A1 (ru) Способ и устройство для размещения отходов бурения с использованием вероятностного подхода
EP1764701A4 (en) COMMUNICATION CONTROL METHOD AND COMPUTER SYSTEM

Legal Events

Date Code Title Description
FC2A Withdrawal, rejection or dismissal of laid open patent application