EA201391111A1 - Система и способ для использования искусственной нейронной сети для моделирования гидравлики трубопроводов в имитаторе пластов - Google Patents

Система и способ для использования искусственной нейронной сети для моделирования гидравлики трубопроводов в имитаторе пластов

Info

Publication number
EA201391111A1
EA201391111A1 EA201391111A EA201391111A EA201391111A1 EA 201391111 A1 EA201391111 A1 EA 201391111A1 EA 201391111 A EA201391111 A EA 201391111A EA 201391111 A EA201391111 A EA 201391111A EA 201391111 A1 EA201391111 A1 EA 201391111A1
Authority
EA
Eurasian Patent Office
Prior art keywords
simulator
neural network
artificial neural
pipelines
modeling
Prior art date
Application number
EA201391111A
Other languages
English (en)
Inventor
Грэхем Флеминг
Терри Вонг
Original Assignee
Лэндмарк Графикс Корпорейшн
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 Лэндмарк Графикс Корпорейшн filed Critical Лэндмарк Графикс Корпорейшн
Publication of EA201391111A1 publication Critical patent/EA201391111A1/ru

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • EFIXED CONSTRUCTIONS
    • E21EARTH DRILLING; MINING
    • E21BEARTH DRILLING, e.g. DEEP DRILLING; OBTAINING OIL, GAS, WATER, SOLUBLE OR MELTABLE MATERIALS OR A SLURRY OF MINERALS FROM WELLS
    • E21B43/00Methods or apparatus for obtaining oil, gas, water, soluble or meltable materials or a slurry of minerals from wells
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B13/00Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
    • G05B13/02Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
    • G05B13/0265Adaptive 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
    • G05B13/027Adaptive 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
    • GPHYSICS
    • G05CONTROLLING; REGULATING
    • G05BCONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
    • G05B17/00Systems involving the use of models or simulators of said systems
    • G05B17/02Systems involving the use of models or simulators of said systems electric

Abstract

Описан способ реализации имитатора пласта. Способ содержит разработку обучающих данных путем выполнения вычисления в отношении начального набора входных данных, относящихся к параметрам пласта, для получения соответствующих выходных данных; обучение искусственной нейронной сети ("ANN") для выполнения упомянутого вычисления с использованием обучающих данных и использование обученной сети ANN для выполнения вычисления в отношении второго набора входных данных для получения соответствующих выходных данных для их использования имитатором пласта при выполнении имитаций.
EA201391111A 2011-01-31 2011-01-31 Система и способ для использования искусственной нейронной сети для моделирования гидравлики трубопроводов в имитаторе пластов EA201391111A1 (ru)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/US2011/023128 WO2012105934A1 (en) 2011-01-31 2011-01-31 System and method for using an artificial neural network to simulate pipe hydraulics in a reservoir simulator

Publications (1)

Publication Number Publication Date
EA201391111A1 true EA201391111A1 (ru) 2013-12-30

Family

ID=46602990

Family Applications (1)

Application Number Title Priority Date Filing Date
EA201391111A EA201391111A1 (ru) 2011-01-31 2011-01-31 Система и способ для использования искусственной нейронной сети для моделирования гидравлики трубопроводов в имитаторе пластов

Country Status (9)

Country Link
US (1) US10055684B2 (ru)
EP (1) EP2671167A4 (ru)
CN (1) CN103380424B (ru)
AU (1) AU2011357784B2 (ru)
BR (1) BR112013019329A2 (ru)
CA (1) CA2825189C (ru)
EA (1) EA201391111A1 (ru)
MX (1) MX2013008812A (ru)
WO (1) WO2012105934A1 (ru)

Families Citing this family (38)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9134454B2 (en) 2010-04-30 2015-09-15 Exxonmobil Upstream Research Company Method and system for finite volume simulation of flow
AU2011283196B2 (en) 2010-07-29 2014-07-31 Exxonmobil Upstream Research Company Method and system for reservoir modeling
WO2012015515A1 (en) 2010-07-29 2012-02-02 Exxonmobil Upstream Research Company Methods and systems for machine-learning based simulation of flow
GB2502432B (en) 2010-09-20 2018-08-01 Exxonmobil Upstream Res Co Flexible and adaptive formulations for complex reservoir simulations
US9652741B2 (en) 2011-07-08 2017-05-16 Box, Inc. Desktop application for access and interaction with workspaces in a cloud-based content management system and synchronization mechanisms thereof
US9394783B2 (en) 2011-08-26 2016-07-19 Schlumberger Technology Corporation Methods for evaluating inflow and outflow in a subterranean wellbore
US20130049983A1 (en) * 2011-08-26 2013-02-28 John Rasmus Method for calibrating a hydraulic model
CA2843929C (en) 2011-09-15 2018-03-27 Exxonmobil Upstream Research Company Optimized matrix and vector operations in instruction limited algorithms that perform eos calculations
US9773051B2 (en) 2011-11-29 2017-09-26 Box, Inc. Mobile platform file and folder selection functionalities for offline access and synchronization
US9575981B2 (en) 2012-04-11 2017-02-21 Box, Inc. Cloud service enabled to handle a set of files depicted to a user as a single file in a native operating system
US9794256B2 (en) 2012-07-30 2017-10-17 Box, Inc. System and method for advanced control tools for administrators in a cloud-based service
WO2014051903A1 (en) 2012-09-28 2014-04-03 Exxonmobil Upstream Research Company Fault removal in geological models
RU2015110010A (ru) * 2012-12-05 2017-01-11 Лэндмарк Графикс Корпорейшн Система и способ для преобразования трехмерных сейсмических данных в глубинную область с использованием искусственной нейронной сети
US10235383B2 (en) 2012-12-19 2019-03-19 Box, Inc. Method and apparatus for synchronization of items with read-only permissions in a cloud-based environment
US9953036B2 (en) 2013-01-09 2018-04-24 Box, Inc. File system monitoring in a system which incrementally updates clients with events that occurred in a cloud-based collaboration platform
US10599671B2 (en) 2013-01-17 2020-03-24 Box, Inc. Conflict resolution, retry condition management, and handling of problem files for the synchronization client to a cloud-based platform
US10846074B2 (en) 2013-05-10 2020-11-24 Box, Inc. Identification and handling of items to be ignored for synchronization with a cloud-based platform by a synchronization client
US10725968B2 (en) 2013-05-10 2020-07-28 Box, Inc. Top down delete or unsynchronization on delete of and depiction of item synchronization with a synchronization client to a cloud-based platform
BR112015026505B1 (pt) 2013-06-10 2021-12-14 Exxonmobil Upstream Research Company Método para determinar parâmetros de poço para otimização de desempenho de poço
GB2515192B (en) 2013-06-13 2016-12-14 Box Inc Systems and methods for synchronization event building and/or collapsing by a synchronization component of a cloud-based platform
US9805050B2 (en) 2013-06-21 2017-10-31 Box, Inc. Maintaining and updating file system shadows on a local device by a synchronization client of a cloud-based platform
WO2015130928A1 (en) * 2014-02-26 2015-09-03 Nancy Packes, Inc. Real estate evaluating platform methods, apparatuses, and media
WO2015138810A1 (en) * 2014-03-12 2015-09-17 Landmark Graphics Corporation Simplified compositional models for calculating properties of mixed fluids in a common surface network
US10519759B2 (en) * 2014-04-24 2019-12-31 Conocophillips Company Growth functions for modeling oil production
US10530854B2 (en) 2014-05-30 2020-01-07 Box, Inc. Synchronization of permissioned content in cloud-based environments
US10319143B2 (en) 2014-07-30 2019-06-11 Exxonmobil Upstream Research Company Volumetric grid generation in a domain with heterogeneous material properties
US11409023B2 (en) 2014-10-31 2022-08-09 Exxonmobil Upstream Research Company Methods to handle discontinuity in constructing design space using moving least squares
EP3213126A1 (en) 2014-10-31 2017-09-06 Exxonmobil Upstream Research Company Handling domain discontinuity in a subsurface grid model with the help of grid optimization techniques
AU2015394577B2 (en) 2015-05-12 2019-04-04 Halliburton Energy Services, Inc. Enhancing oilfield operations with cognitive computing
WO2018118374A1 (en) 2016-12-23 2018-06-28 Exxonmobil Upstream Research Company Method and system for stable and efficient reservoir simulation using stability proxies
CA3071996A1 (en) * 2017-12-18 2019-06-27 Landmark Graphics Corporation Recurrent neural network model for multi-stage pumping
WO2019132864A1 (en) * 2017-12-26 2019-07-04 Landmark Graphics Corporation Effective representation of complex three-dimensional simulation results for real-time operations
US10634081B2 (en) * 2018-02-05 2020-04-28 Toyota Jidosha Kabushiki Kaisha Control device of internal combustion engine
EP3970086A4 (en) * 2019-05-17 2023-01-04 Services Pétroliers Schlumberger SYSTEM AND PROCEDURES FOR MANAGING WELL EVENT DETECTION
US11555943B2 (en) 2020-03-20 2023-01-17 Saudi Arabian Oil Company Method for identifying misallocated historical production data using machine learning to improve a predictive ability of a reservoir simulation
US11512580B2 (en) 2020-05-11 2022-11-29 Saudi Arabian Oil Company Real-time estimation of reservoir porosity from mud gas data
US11867604B2 (en) * 2020-05-11 2024-01-09 Saudi Arabian Oil Company Real-time estimation of formation hydrocarbon mobility from mud gas data
US11668847B2 (en) 2021-01-04 2023-06-06 Saudi Arabian Oil Company Generating synthetic geological formation images based on rock fragment images

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5659666A (en) 1994-10-13 1997-08-19 Thaler; Stephen L. Device for the autonomous generation of useful information
US5845271A (en) * 1996-01-26 1998-12-01 Thaler; Stephen L. Non-algorithmically implemented artificial neural networks and components thereof
US5862513A (en) 1996-11-01 1999-01-19 Western Atlas International, Inc. Systems and methods for forward modeling of well logging tool responses
US6236894B1 (en) * 1997-12-19 2001-05-22 Atlantic Richfield Company Petroleum production optimization utilizing adaptive network and genetic algorithm techniques
US6269351B1 (en) * 1999-03-31 2001-07-31 Dryken Technologies, Inc. Method and system for training an artificial neural network
NO310322B1 (no) * 1999-01-11 2001-06-18 Flowsys As Maling av flerfasestromning i ror
US6789620B2 (en) * 2001-02-16 2004-09-14 Halliburton Energy Services, Inc. Downhole sensing and flow control utilizing neural networks
US7231305B2 (en) * 2003-08-07 2007-06-12 Schlumberger Technology Corporation Flow rate determination
EP1982046B1 (en) * 2006-01-31 2011-03-30 Landmark Graphics Corporation Methods, systems, and computer-readable media for real-time oil and gas field production optimization using a proxy simulator
DK2192507T3 (da) * 2006-05-24 2013-10-14 Maersk Olie & Gas Strømningssimulation i et borehul eller en rørledning
US8046314B2 (en) * 2007-07-20 2011-10-25 Schlumberger Technology Corporation Apparatus, method and system for stochastic workflow in oilfield operations
US8670960B2 (en) * 2010-03-16 2014-03-11 Schlumberger Technology Corporation Proxy methods for expensive function optimization with expensive nonlinear constraints

Also Published As

Publication number Publication date
US10055684B2 (en) 2018-08-21
AU2011357784B2 (en) 2015-11-05
EP2671167A1 (en) 2013-12-11
CN103380424A (zh) 2013-10-30
CA2825189C (en) 2017-06-20
BR112013019329A2 (pt) 2018-07-10
EP2671167A4 (en) 2018-01-31
MX2013008812A (es) 2014-09-11
US20130304679A1 (en) 2013-11-14
CA2825189A1 (en) 2012-08-09
WO2012105934A1 (en) 2012-08-09
CN103380424B (zh) 2016-10-12

Similar Documents

Publication Publication Date Title
EA201391111A1 (ru) Система и способ для использования искусственной нейронной сети для моделирования гидравлики трубопроводов в имитаторе пластов
GB2460793A (en) Neural net for use in drilling simulation
DE602007013530D1 (de) Verfahren, systeme und computerlesbare medien zur öl- und gasfeldproduktionsoptimierung in echtzeit mit einem proxy-simulator
WO2012015518A3 (en) Methods and systems for machine-learning based simulation of flow
GB2493867A (en) Multi-stage process modeling method
WO2008033394A3 (en) Complexity management tool
NZ732363A (en) Methods for understanding incomplete natural language query
GB2527009A (en) Simulation of production systems
EP2838036A3 (en) System and method for incrementally replicating investigative analysis data
EA201270432A1 (ru) Компьютерно-реализуемые системы и способы регулирования выноса песка в геомеханической системе пластового резервуара
WO2014022317A3 (en) Multi-level reservoir history matching
GB2525563A8 (en) Inquiry skills tutoring system
MY181093A (en) Interrogatory cell-based assays and uses thereof
EA201390784A1 (ru) Способ уменьшения времени моделирования природного резервуара углеводородов
WO2014026171A3 (en) System and method for creating application interfaces for forming and solving problems in a modeling system
WO2014070306A3 (en) System and method for applying a business rule management system to a customer relationship management system
SG196783A1 (en) Systems and methods for analyzing learner?s roles and performance and for intelligently adapting the delivery of education
AU2017281615A1 (en) System and method for maximum intercuspation articulation
EA201492211A1 (ru) Способы и устройства для моделирования характеристик глинистых сланцев в буровых растворах на водной основе с помощью искусственной нейронной сети
WO2013181109A3 (en) Dynamical event neuron and synapse models for learning spiking neural networks
WO2015023424A3 (en) Behavioral homeostasis in artificial nervous systems using dynamical spiking neuron models
IN2013MU03240A (ru)
WO2014116382A3 (en) Asset-driven workflow modeling
MY176053A (en) A semantic web constructor system and a method thereof
Esposito De Falco Family business: Ownership governance and management