CA2961145C - Casing wear prediction using integrated physics-driven and data-driven models - Google Patents

Casing wear prediction using integrated physics-driven and data-driven models Download PDF

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Publication number
CA2961145C
CA2961145C CA2961145A CA2961145A CA2961145C CA 2961145 C CA2961145 C CA 2961145C CA 2961145 A CA2961145 A CA 2961145A CA 2961145 A CA2961145 A CA 2961145A CA 2961145 C CA2961145 C CA 2961145C
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CA
Canada
Prior art keywords
driven
casing wear
data
models
wear prediction
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Active
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CA2961145A
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English (en)
French (fr)
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CA2961145A1 (en
Inventor
Aniket
Robello Samuel
Serkan DURSUN
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Landmark Graphics Corp
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Landmark Graphics Corp
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Publication of CA2961145A1 publication Critical patent/CA2961145A1/en
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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
    • 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
    • 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
    • E21B47/007—Measuring stresses in a pipe string or casing
    • 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
    • E21B17/00—Drilling rods or pipes; Flexible drill strings; Kellies; Drill collars; Sucker rods; Cables; Casings; Tubings
    • E21B17/10—Wear protectors; Centralising devices, e.g. stabilisers
    • 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
    • E21B47/12—Means for transmitting measuring-signals or control signals from the well to the surface, or from the surface to the well, e.g. for logging while drilling
    • E21B47/14—Means for transmitting measuring-signals or control signals from the well to the surface, or from the surface to the well, e.g. for logging while drilling using acoustic waves
    • E21B47/18—Means for transmitting measuring-signals or control signals from the well to the surface, or from the surface to the well, e.g. for logging while drilling using acoustic waves through the well fluid, e.g. mud pressure pulse telemetry
    • 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
    • E21B7/04—Directional drilling
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06G—ANALOGUE COMPUTERS
    • G06G7/00—Devices in which the computing operation is performed by varying electric or magnetic quantities
    • G06G7/48—Analogue computers for specific processes, systems or devices, e.g. simulators

Landscapes

  • Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Mining & Mineral Resources (AREA)
  • Geology (AREA)
  • Physics & Mathematics (AREA)
  • Geochemistry & Mineralogy (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Fluid Mechanics (AREA)
  • Environmental & Geological Engineering (AREA)
  • Software Systems (AREA)
  • Theoretical Computer Science (AREA)
  • Geophysics (AREA)
  • Data Mining & Analysis (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Computation (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Mechanical Engineering (AREA)
  • Earth Drilling (AREA)
  • Testing Of Devices, Machine Parts, Or Other Structures Thereof (AREA)
  • Application Of Or Painting With Fluid Materials (AREA)
  • Golf Clubs (AREA)
CA2961145A 2014-10-17 2014-10-17 Casing wear prediction using integrated physics-driven and data-driven models Active CA2961145C (en)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/US2014/061128 WO2016060684A1 (en) 2014-10-17 2014-10-17 Casing wear prediction using integrated physics-driven and data-driven models

Publications (2)

Publication Number Publication Date
CA2961145A1 CA2961145A1 (en) 2016-04-21
CA2961145C true CA2961145C (en) 2021-05-18

Family

ID=55642154

Family Applications (1)

Application Number Title Priority Date Filing Date
CA2961145A Active CA2961145C (en) 2014-10-17 2014-10-17 Casing wear prediction using integrated physics-driven and data-driven models

Country Status (8)

Country Link
US (1) US10487640B2 (https=)
AR (1) AR101975A1 (https=)
AU (1) AU2014409112B2 (https=)
CA (1) CA2961145C (https=)
FR (1) FR3027339A1 (https=)
GB (1) GB2544696B (https=)
NO (1) NO348091B1 (https=)
WO (1) WO2016060684A1 (https=)

Families Citing this family (28)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU2014384595B2 (en) * 2014-02-28 2017-11-09 Landmark Graphics Corporation Estimation and monitoring of casing wear during a drilling operation using casing wear maps
WO2015191095A1 (en) 2014-06-09 2015-12-17 Landmark Graphics Corporation Employing a target risk attribute predictor while drilling
CA2960137C (en) * 2014-10-14 2019-03-12 Landmark Graphics Corporation Automated fracture planning methods for multi-well fields
US11631065B1 (en) * 2014-10-24 2023-04-18 Worldpay, Llc System and method for payment processing telemetry
US10851636B1 (en) * 2015-06-08 2020-12-01 DataInfoCom USA, Inc. Systems and methods for analyzing resource production
US10961839B2 (en) 2016-08-02 2021-03-30 Schlumberger Technology Corporation Downhole equipment transport control
US10452794B2 (en) * 2016-08-25 2019-10-22 Baker Hughes, A Ge Company, Llc Generating a script for performing a well operation job
FR3059705A1 (fr) * 2016-12-07 2018-06-08 Landmark Graphics Corporation Amelioration mutuelle automatisee de modeles de champ petrolifere
CA3039475C (en) * 2016-12-07 2022-08-09 Landmark Graphics Corporation Automated mutual improvement of oilfield models
CN108288161A (zh) * 2017-01-10 2018-07-17 第四范式（北京）技术有限公司 基于机器学习来提供预测结果的方法及系统
GB2575594B (en) * 2017-06-16 2022-02-02 Landmark Graphics Corp Method and apparatus to predict casing wear for well systems
US10564204B2 (en) * 2017-07-28 2020-02-18 General Electric Company Method and system for diagnostics and monitoring of electric machines
US10866962B2 (en) 2017-09-28 2020-12-15 DatalnfoCom USA, Inc. Database management system for merging data into a database
CN108104795B (zh) * 2017-12-15 2021-02-12 西南石油大学 一种套管磨损风险的实时预警方法
EP4600462A3 (en) 2017-12-23 2025-10-29 Noetic Technologies Inc. System and method for optimizing tubular running operations using real-time measurements and modelling
EP3732348A1 (en) * 2017-12-28 2020-11-04 Impact Selector International, LLC Conveyance modeling
US11119454B2 (en) 2018-03-30 2021-09-14 General Electric Company System and method for power generation control
GB2597013B (en) * 2019-06-06 2022-12-28 Landmark Graphics Corp Casing wear calculation
US11060390B2 (en) * 2019-10-31 2021-07-13 Chevron U.S.A. Inc. Mitigation of frictional heat checking in well casing
CN113090249B (zh) * 2020-01-07 2023-12-26 中国石油天然气股份有限公司 样本数据提取、套管损坏预测方法、装置、设备和介质
WO2021194494A1 (en) * 2020-03-26 2021-09-30 Landmark Graphics Corporation Physical parameter projection for wellbore drilling
US20220205351A1 (en) * 2020-12-28 2022-06-30 Landmark Graphics Corporation Drilling data correction with machine learning and rules-based predictions
GB2623254A (en) * 2021-08-30 2024-04-10 Landmark Graphics Corp Determining parameters for a wellbore plug and abandonment operation
EP4423542A4 (en) * 2021-10-26 2025-08-20 Services Petroliers Schlumberger DRILL STRING SLIP/ADHERENCE PREDICTION AND MITIGATION
US20230184061A1 (en) * 2021-12-13 2023-06-15 Saudi Arabian Oil Company Machine Learning with Physics-based Models to Predict Multilateral Well Performance
US12163412B2 (en) * 2022-11-15 2024-12-10 Inventus Holdings, Llc Drilling intelligence guidance system for guiding a drill
US20250354447A1 (en) * 2024-05-17 2025-11-20 Halliburton Energy Services, Inc. Autonomous wireline service
CN119339847B (zh) * 2024-10-09 2025-07-11 盐城震业机械股份有限公司 一种基于电子功函数的球墨铸铁耐磨性能评估与调控方法

Family Cites Families (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4450354A (en) * 1982-07-06 1984-05-22 Halliburton Company Gain stabilized natural gamma ray detection of casing thickness in a borehole
US4744030A (en) 1986-04-29 1988-05-10 Western Atlas International, Inc. Method and apparatus for measuring internal casing wear
US7114578B2 (en) * 2002-04-19 2006-10-03 Hutchinson Mark W Method and apparatus for determining drill string movement mode
US8126689B2 (en) * 2003-12-04 2012-02-28 Halliburton Energy Services, Inc. Methods for geomechanical fracture modeling
MX2009001199A (es) * 2006-08-07 2009-02-11 Me Global Inc Utilizacion de datos historicos para estimar perfiles de desgaste de productos de desgaste consumibles.
BRPI0919556B8 (pt) * 2008-10-03 2019-07-30 Halliburton Energy Services Inc método, sistema para perfurar um poço, e, meio legível por computador
US8826984B2 (en) 2009-07-17 2014-09-09 Baker Hughes Incorporated Method and apparatus of heat dissipaters for electronic components in downhole tools
BR112013021608A2 (pt) * 2011-02-23 2019-09-24 Landmark Graphics Corporation método e sistemas de determinação de cenários de fraturas hidráulicas viávies
CA2860865C (en) * 2012-01-13 2016-09-13 Landmark Graphics Corporation Method and system of planning and/or drilling wellbores
AU2013396293B2 (en) 2013-06-25 2016-06-09 Landmark Graphics Corporation Casing wear estimation
AU2013406709B2 (en) * 2013-12-06 2016-09-15 Halliburton Energy Services, Inc. Fracture detection and characterization using resistivity images
US10678966B2 (en) 2014-08-04 2020-06-09 Landmark Graphics Corporation Modeling casing/riser wear and friction factor using discrete inversion techniques
WO2016039773A1 (en) * 2014-09-12 2016-03-17 Halliburton Energy Services, Inc. Analysis of microseismic supported stimulated reservoir volumes
CA2960137C (en) * 2014-10-14 2019-03-12 Landmark Graphics Corporation Automated fracture planning methods for multi-well fields

Also Published As

Publication number Publication date
GB2544696B (en) 2020-09-23
AU2014409112A1 (en) 2017-03-23
GB201703983D0 (en) 2017-04-26
NO20170350A1 (en) 2017-03-09
CA2961145A1 (en) 2016-04-21
AR101975A1 (es) 2017-01-25
US10487640B2 (en) 2019-11-26
AU2014409112B2 (en) 2019-09-26
GB2544696A (en) 2017-05-24
NO348091B1 (en) 2024-08-12
FR3027339A1 (https=) 2016-04-22
US20170292362A1 (en) 2017-10-12
WO2016060684A1 (en) 2016-04-21

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