SA522433308B1 - توليد نموذج افتراضي ثلاثي الأبعاد لمكمن هيدروكربون - Google Patents
توليد نموذج افتراضي ثلاثي الأبعاد لمكمن هيدروكربونInfo
- Publication number
- SA522433308B1 SA522433308B1 SA522433308A SA522433308A SA522433308B1 SA 522433308 B1 SA522433308 B1 SA 522433308B1 SA 522433308 A SA522433308 A SA 522433308A SA 522433308 A SA522433308 A SA 522433308A SA 522433308 B1 SA522433308 B1 SA 522433308B1
- Authority
- SA
- Saudi Arabia
- Prior art keywords
- reservoir
- variations
- virtual
- model
- hydrocarbon
- Prior art date
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
- E21B43/00—Methods or apparatus for obtaining oil, gas, water, soluble or meltable materials or a slurry of minerals from wells
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T17/00—Three-dimensional [3D] modelling for computer graphics
- G06T17/05—Geographic models
-
- 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
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
- G01V20/00—Geomodelling in general
-
- 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
- G06F30/23—Design optimisation, verification or simulation using finite element methods [FEM] or finite difference methods [FDM]
-
- 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
- G06F30/27—Design optimisation, verification or simulation using machine learning, e.g. artificial intelligence, neural networks, support vector machines [SVM] or training a model
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- 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
- 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)
- Theoretical Computer Science (AREA)
- Software Systems (AREA)
- General Physics & Mathematics (AREA)
- Geometry (AREA)
- Evolutionary Computation (AREA)
- Life Sciences & Earth Sciences (AREA)
- General Engineering & Computer Science (AREA)
- Mining & Mineral Resources (AREA)
- Geology (AREA)
- General Life Sciences & Earth Sciences (AREA)
- Artificial Intelligence (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Computer Hardware Design (AREA)
- Geochemistry & Mineralogy (AREA)
- Environmental & Geological Engineering (AREA)
- Fluid Mechanics (AREA)
- Mathematical Physics (AREA)
- Computing Systems (AREA)
- Data Mining & Analysis (AREA)
- Remote Sensing (AREA)
- Computer Graphics (AREA)
- Geophysics (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
يتعلق هذا الاختراع بنظام حاسوب يولد نموذج ثلاثي الأبعاد (3D) افتراضي لمكمن هيدروكربون باستخدام خوارزمية تعلُّم الآلة. يتم تدريب خوارزمية تعلُّم الآلة باستخدام المعلومات التي تم الحصول عليها من آبار هيدروكربون متعددة. يتضمن النموذج ثلاثي الأبعاد الافتراضي نموذج ضغط مكمن لمكمن الهيدروكربون يُشير إلى التباينات في ضغط مكمن وفقًا للوقت. يُشير نموذج تشبع مائع لمكمن الهيدروكربون إلى التباينات في تشبع مكمن وفقًا للوقت. يقوم نظام الحاسوب بتنفيذ خوارزمية تعلُّم الآلة لتحديد التباينات في ضغط المكمن والتباينات في تشبع المكمن بالنسبة لآبار الهيدروكربون المتعددة اعتمادًا على النموذج ثلاثي الأبعاد الافتراضي. يُولد جهاز عرض لنظام الحاسوب تمثيل بياني للتباينات في ضغط المكمن والتباينات في تشبع المكمن وفقًا للوقت. شكل 5.
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US16/744,655 US12125141B2 (en) | 2020-01-16 | 2020-01-16 | Generation of a virtual three-dimensional model of a hydrocarbon reservoir |
| PCT/US2021/013418 WO2021146409A1 (en) | 2020-01-16 | 2021-01-14 | Generation of a virtual three-dimensional model of a hydrocarbon reservoir |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| SA522433308B1 true SA522433308B1 (ar) | 2024-01-28 |
Family
ID=74562075
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| SA522433308A SA522433308B1 (ar) | 2020-01-16 | 2022-07-15 | توليد نموذج افتراضي ثلاثي الأبعاد لمكمن هيدروكربون |
Country Status (3)
| Country | Link |
|---|---|
| US (1) | US12125141B2 (ar) |
| SA (1) | SA522433308B1 (ar) |
| WO (1) | WO2021146409A1 (ar) |
Families Citing this family (10)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US11715034B2 (en) | 2020-01-16 | 2023-08-01 | Saudi Arabian Oil Company | Training of machine learning algorithms for generating a reservoir digital twin |
| WO2021245563A1 (en) * | 2020-06-02 | 2021-12-09 | Matrix Jvco Ltd | Borehole image interpretation and analysis |
| US12298459B2 (en) * | 2021-06-14 | 2025-05-13 | Saudi Arabian Oil Company | Flow-after-flow tests in hydrocarbon wells |
| US12049807B2 (en) | 2021-12-02 | 2024-07-30 | Saudi Arabian Oil Company | Removing wellbore water |
| US20230259670A1 (en) * | 2022-02-16 | 2023-08-17 | Saudi Arabian Oil Comoany | Permeability modeling in a reservoir simulation model using dynamic pressure transient analysis |
| US12404763B2 (en) * | 2022-08-05 | 2025-09-02 | Saudi Arabian Oil Company | Wireless hydrogen subsurface sensing framework for reservoir optimization |
| US12534981B2 (en) | 2022-12-12 | 2026-01-27 | Saudi Arabian Oil Company | Detecting interference between hydrocarbon wells |
| CN116523401A (zh) * | 2023-05-04 | 2023-08-01 | 中国石油大学(华东) | 一种油藏数字孪生构建方法与装置 |
| CN121605238A (zh) * | 2023-07-06 | 2026-03-03 | 阿布扎比国家石油公司 | 用于推荐储层监测计划和井的流量测试计划的系统 |
| CN119538353B (zh) * | 2023-08-29 | 2026-01-23 | 中国石油化工股份有限公司 | 油气地下多孪生体融合方法和钻井轨道设计调整方法 |
Family Cites Families (17)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6549879B1 (en) | 1999-09-21 | 2003-04-15 | Mobil Oil Corporation | Determining optimal well locations from a 3D reservoir model |
| US20120158389A1 (en) * | 2009-11-12 | 2012-06-21 | Exxonmobile Upstream Research Company | Method and System For Rapid Model Evaluation Using Multilevel Surrogates |
| CA2805446C (en) * | 2010-07-29 | 2016-08-16 | Exxonmobil Upstream Research Company | Methods and systems for machine-learning based simulation of flow |
| US20130096899A1 (en) * | 2010-07-29 | 2013-04-18 | Exxonmobile Upstream Research Company | Methods And Systems For Machine - Learning Based Simulation of Flow |
| EP2599031A4 (en) * | 2010-07-29 | 2014-01-08 | Exxonmobil Upstream Res Co | METHOD AND SYSTEMS FOR A FLOW SIMULATION BASED ON MACHINERY LEARNING |
| US10087721B2 (en) * | 2010-07-29 | 2018-10-02 | Exxonmobil Upstream Research Company | Methods and systems for machine—learning based simulation of flow |
| MX336561B (es) | 2010-12-30 | 2016-01-25 | Schlumberger Technology Bv | Sistema y metodo para realizar operaciones de estimulacion en el fondo del pozo. |
| CA2764539C (en) | 2012-01-16 | 2015-02-10 | Husky Oil Operations Limited | Method for creating a 3d model of a hydrocarbon reservoir, and method for comparative testing of hydrocarbon recovery techniques |
| EP3361044B1 (en) | 2014-08-22 | 2020-02-12 | Chevron U.S.A. Inc. | Flooding analysis tool and method thereof |
| US10410135B2 (en) * | 2015-05-21 | 2019-09-10 | Software Ag Usa, Inc. | Systems and/or methods for dynamic anomaly detection in machine sensor data |
| US10430725B2 (en) * | 2016-06-15 | 2019-10-01 | Akw Analytics Inc. | Petroleum analytics learning machine system with machine learning analytics applications for upstream and midstream oil and gas industry |
| FR3055723A1 (fr) | 2016-09-02 | 2018-03-09 | Landmark Graphics Corporation | Modelisation basee sur un point-vecteur des proprietes de reservoir de petrole pour un modele de simulation de reservoir sans grille |
| US20200124753A1 (en) * | 2016-12-29 | 2020-04-23 | Exxonmobil Upstream Research Company | Method and System for Evaluating Variability in Subsurface Models to Support Decision Making for Hydrocarbon Operations |
| US11087221B2 (en) * | 2017-02-20 | 2021-08-10 | Saudi Arabian Oil Company | Well performance classification using artificial intelligence and pattern recognition |
| US11531790B2 (en) | 2020-01-03 | 2022-12-20 | Halliburton Energy Services, Inc. | Tool string design using machine learning |
| US20210216683A1 (en) | 2020-01-03 | 2021-07-15 | The Research Foundation For The State University Of New York | Periodic Cellular Structure Based Design for Additive Manufacturing Approach for Light Weighting and Optimizing Strong Functional Parts |
| US11715034B2 (en) | 2020-01-16 | 2023-08-01 | Saudi Arabian Oil Company | Training of machine learning algorithms for generating a reservoir digital twin |
-
2020
- 2020-01-16 US US16/744,655 patent/US12125141B2/en active Active
-
2021
- 2021-01-14 WO PCT/US2021/013418 patent/WO2021146409A1/en not_active Ceased
-
2022
- 2022-07-15 SA SA522433308A patent/SA522433308B1/ar unknown
Also Published As
| Publication number | Publication date |
|---|---|
| US12125141B2 (en) | 2024-10-22 |
| WO2021146409A1 (en) | 2021-07-22 |
| US20210225070A1 (en) | 2021-07-22 |
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