GB2571841A - Automated mutual improvement of oilfield models - Google Patents
Automated mutual improvement of oilfield models Download PDFInfo
- 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
Links
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F30/00—Computer-aided design [CAD]
- G06F30/20—Design optimisation, verification or simulation
- G06F30/28—Design optimisation, verification or simulation using fluid dynamics, e.g. using Navier-Stokes equations or computational fluid dynamics [CFD]
-
- 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
- E21B41/00—Equipment or details not covered by groups E21B15/00 - E21B40/00
-
- 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
- E21B2200/20—Computer models or simulations, e.g. for reservoirs under production, drill bits
-
- 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
- E21B47/00—Survey of boreholes or 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
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.
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)
| 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)
| 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)
| 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 |
-
2017
- 2017-04-27 CA CA3039475A patent/CA3039475C/en active Active
- 2017-04-27 WO PCT/US2017/029765 patent/WO2018106279A1/en not_active Ceased
- 2017-04-27 US US16/344,462 patent/US20190323323A1/en not_active Abandoned
- 2017-04-27 AU AU2017371672A patent/AU2017371672A1/en not_active Abandoned
- 2017-04-27 GB GB1904800.8A patent/GB2571841B/en active Active
-
2019
- 2019-03-27 NO NO20190417A patent/NO20190417A1/en unknown
Patent Citations (5)
| 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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