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GB2571841A - Automated mutual improvement of oilfield models - Google Patents

Automated mutual improvement of oilfield models Download PDF

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Publication number
GB2571841A
GB2571841A GB1904800.8A GB201904800A GB2571841A GB 2571841 A GB2571841 A GB 2571841A GB 201904800 A GB201904800 A GB 201904800A GB 2571841 A GB2571841 A GB 2571841A
Authority
GB
United Kingdom
Prior art keywords
input
output
physics
data
oilfield
Prior art date
Legal status (The legal status 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 status listed.)
Granted
Application number
GB1904800.8A
Other versions
GB2571841B (en
GB201904800D0 (en
Inventor
Zhang Feifei
Charles Houchens Brent
Blake Winston Joseph
Keith Redman Michael
Wesley Avinash
Myers Ethan
Lu Kaiji
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Landmark Graphics Corp
Original Assignee
Landmark Graphics 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 Landmark Graphics Corp filed Critical Landmark Graphics Corp
Publication of GB201904800D0 publication Critical patent/GB201904800D0/en
Publication of GB2571841A publication Critical patent/GB2571841A/en
Application granted granted Critical
Publication of GB2571841B publication Critical patent/GB2571841B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation
    • G06F30/28Design optimisation, verification or simulation using fluid dynamics, e.g. using Navier-Stokes equations or computational fluid dynamics [CFD]
    • 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
    • E21B41/00Equipment or details not covered by groups E21B15/00 - E21B40/00
    • 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
    • E21B2200/20Computer models or simulations, e.g. for reservoirs under production, drill bits
    • 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
    • E21B47/00Survey of boreholes or wells
    • 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

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Fluid Mechanics (AREA)
  • General Engineering & Computer Science (AREA)
  • Geometry (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Physics (AREA)
  • Pure & Applied Mathematics (AREA)
  • Computer Hardware Design (AREA)
  • Evolutionary Computation (AREA)
  • Mathematical Analysis (AREA)
  • Computing Systems (AREA)
  • Algebra (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Geology (AREA)
  • Mining & Mineral Resources (AREA)
  • Environmental & Geological Engineering (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Geochemistry & Mineralogy (AREA)
  • Testing Or Calibration Of Command Recording Devices (AREA)
  • Operations Research (AREA)
  • Physical Or Chemical Processes And Apparatus (AREA)
  • Heating, Cooling, Or Curing Plastics Or The Like In General (AREA)

Abstract

Systems, methods, and computer-readable media are described for the mutual improvement of physics-based and data-driven models related to an oilfield. These may involve generating, via a processor, with an oilfield related condition as a first input, a first output based on one of a physics-based model or a data-based model; generating, using the first input or a second input, a second output based on the other of the physics-based model or the data-based model not used to generate the first output; and modifying, automatically, at least one of the physics-based model, data-driven model, the first input or the second input, based on the first output or second output.
GB1904800.8A 2016-12-07 2017-04-27 Automated mutual improvement of oilfield models Active GB2571841B (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201662431359P 2016-12-07 2016-12-07
PCT/US2017/029765 WO2018106279A1 (en) 2016-12-07 2017-04-27 Automated mutual improvement of oilfield models

Publications (3)

Publication Number Publication Date
GB201904800D0 GB201904800D0 (en) 2019-05-22
GB2571841A true GB2571841A (en) 2019-09-11
GB2571841B GB2571841B (en) 2021-07-21

Family

ID=62491650

Family Applications (1)

Application Number Title Priority Date Filing Date
GB1904800.8A Active GB2571841B (en) 2016-12-07 2017-04-27 Automated mutual improvement of oilfield models

Country Status (6)

Country Link
US (1) US20190323323A1 (en)
AU (1) AU2017371672A1 (en)
CA (1) CA3039475C (en)
GB (1) GB2571841B (en)
NO (1) NO20190417A1 (en)
WO (1) WO2018106279A1 (en)

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA3105711C (en) * 2018-08-20 2023-05-09 Landmark Graphics Corporation Hybrid physics-based and machine learning models for reservoir simulations
US11693141B2 (en) 2018-12-06 2023-07-04 Halliburton Energy Services, Inc. Methods and systems for processing borehole dispersive waves with a physics-based machine learning analysis
US20200182038A1 (en) * 2018-12-10 2020-06-11 National Oilwell Varco, L.P. High-speed analytics and virtualization engine
EP4147176A4 (en) * 2020-05-06 2024-05-29 Services Pétroliers Schlumberger ESTABLISHING INTELLIGENT TIME STEPING OF NUMERICAL SIMULATIONS
US11231520B2 (en) 2020-05-06 2022-01-25 Saudi Arabian Oil Company Dynamic hydrocarbon well skin modeling and operation
US11692415B2 (en) 2020-06-22 2023-07-04 Saudi Arabian Oil Company Hydrocarbon well stimulation based on skin profiles
US12454883B2 (en) 2021-09-02 2025-10-28 Schlumberger Technology Corporation Hybrid neural network for drilling anomaly detection
US20230114088A1 (en) * 2021-10-08 2023-04-13 Aramco Innovations LLC Data-driven model for control and optimization of hydrocarbon production
US12385388B2 (en) 2022-09-21 2025-08-12 Saudi Arabian Oil Company Dynamic real time gross rate monitoring through subsurface and surface data

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090043554A1 (en) * 2007-08-08 2009-02-12 Schlumberger Technology Corporation Updating a Subterranean Model Using at Least Electromagnetic Data
US20110247803A1 (en) * 2008-12-03 2011-10-13 Halliburton Energy Services, Inc. Signal propagation across gaps
US20130277115A1 (en) * 2011-03-11 2013-10-24 Landmark Graphics Corporation Methods and systems of estimating formation parameters
WO2016057030A1 (en) * 2014-10-08 2016-04-14 Landmark Graphics Corporation Predicting temperature-cycling-induced downhole tool failure
WO2016060684A1 (en) * 2014-10-17 2016-04-21 Landmark Graphics Corporation Casing wear prediction using integrated physics-driven and data-driven models

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2944184A1 (en) * 2014-03-28 2015-10-01 Schlumberger Canada Limited System and method for automation of detection of stress patterns and equipment failures in hydrocarbon extraction and production

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20090043554A1 (en) * 2007-08-08 2009-02-12 Schlumberger Technology Corporation Updating a Subterranean Model Using at Least Electromagnetic Data
US20110247803A1 (en) * 2008-12-03 2011-10-13 Halliburton Energy Services, Inc. Signal propagation across gaps
US20130277115A1 (en) * 2011-03-11 2013-10-24 Landmark Graphics Corporation Methods and systems of estimating formation parameters
WO2016057030A1 (en) * 2014-10-08 2016-04-14 Landmark Graphics Corporation Predicting temperature-cycling-induced downhole tool failure
WO2016060684A1 (en) * 2014-10-17 2016-04-21 Landmark Graphics Corporation Casing wear prediction using integrated physics-driven and data-driven models

Also Published As

Publication number Publication date
US20190323323A1 (en) 2019-10-24
CA3039475C (en) 2022-08-09
WO2018106279A1 (en) 2018-06-14
GB2571841B (en) 2021-07-21
GB201904800D0 (en) 2019-05-22
AU2017371672A1 (en) 2019-04-18
NO20190417A1 (en) 2019-03-27
CA3039475A1 (en) 2018-06-14

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