WO2021087243A1 - Automatic geological formations tops picking using dynamic time warping (dtw) - Google Patents

Automatic geological formations tops picking using dynamic time warping (dtw) Download PDF

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Publication number
WO2021087243A1
WO2021087243A1 PCT/US2020/058183 US2020058183W WO2021087243A1 WO 2021087243 A1 WO2021087243 A1 WO 2021087243A1 US 2020058183 W US2020058183 W US 2020058183W WO 2021087243 A1 WO2021087243 A1 WO 2021087243A1
Authority
WO
WIPO (PCT)
Prior art keywords
well
dtw
tops
formation
key master
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.)
Ceased
Application number
PCT/US2020/058183
Other languages
French (fr)
Inventor
Matter J. ALSHAMMERY
Nazih F. Najjar
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.)
Saudi Arabian Oil Co
Aramco Americas
Original Assignee
Saudi Arabian Oil Co
Aramco Americas
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 Saudi Arabian Oil Co, Aramco Americas filed Critical Saudi Arabian Oil Co
Publication of WO2021087243A1 publication Critical patent/WO2021087243A1/en
Priority to SA522432497A priority Critical patent/SA522432497B1/en
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

Links

Classifications

    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V20/00—Geomodelling in general
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V5/00—Prospecting or detecting by the use of ionising radiation, e.g. of natural or induced radioactivity
    • G01V5/04—Prospecting or detecting by the use of ionising radiation, e.g. of natural or induced radioactivity specially adapted for well-logging
    • G01V5/08—Prospecting or detecting by the use of ionising radiation, e.g. of natural or induced radioactivity specially adapted for well-logging using primary nuclear radiation sources or X-rays
    • G01V5/12—Prospecting or detecting by the use of ionising radiation, e.g. of natural or induced radioactivity specially adapted for well-logging using primary nuclear radiation sources or X-rays using gamma or X-ray sources
    • 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
    • E21B49/003—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 by analysing drilling variables or conditions
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/10—File systems; File servers
    • G06F16/11—File system administration, e.g. details of archiving or snapshots
    • G06F16/116—Details of conversion of file system types or formats
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/10—File systems; File servers
    • G06F16/18—File system types
    • G06F16/1805—Append-only file systems, e.g. using logs or journals to store data
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V2210/00—Details of seismic processing or analysis
    • G01V2210/60—Analysis
    • G01V2210/61—Analysis by combining or comparing a seismic data set with other data
    • G01V2210/616—Data from specific type of measurement
    • G01V2210/6169—Data from specific type of measurement using well-logging
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V2210/00—Details of seismic processing or analysis
    • G01V2210/60—Analysis
    • G01V2210/64—Geostructures, e.g. in 3D data cubes
    • G01V2210/643—Horizon tracking

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Geology (AREA)
  • General Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Mining & Mineral Resources (AREA)
  • Data Mining & Analysis (AREA)
  • High Energy & Nuclear Physics (AREA)
  • Geophysics (AREA)
  • Chemical & Material Sciences (AREA)
  • Analytical Chemistry (AREA)
  • Environmental & Geological Engineering (AREA)
  • Fluid Mechanics (AREA)
  • Geochemistry & Mineralogy (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

Systems and methods include a method for predicting geological formation tops. First well log data associated with a key master well is received. Formation data identifying tops of formations confirmed in the key master well is received. Merged key master well and formation data is generated in a dynamic time warping (DTW)-readable format by merging the first well log data with the formation data. Second well log data associated with a training well located in geographic proximity to the key master well is received. The second well log data is formatted into the DTW-readable format. A DTW function is executed to generate indices associated with the formation tops. The DTW function uses the merged key master well and formation data and the formatted second well log data as DTW function inputs. Predicted geological formation tops for the training well are predicted using the generated indexes.
PCT/US2020/058183 2019-11-01 2020-10-30 Automatic geological formations tops picking using dynamic time warping (dtw) Ceased WO2021087243A1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
SA522432497A SA522432497B1 (en) 2019-11-01 2022-05-01 Automatic Geological Formations Tops Picking Using Dynamic Time Warping (DTW)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US16/671,516 2019-11-01
US16/671,516 US11914099B2 (en) 2019-11-01 2019-11-01 Automatic geological formations tops picking using dynamic time warping (DTW)

Publications (1)

Publication Number Publication Date
WO2021087243A1 true WO2021087243A1 (en) 2021-05-06

Family

ID=73544370

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2020/058183 Ceased WO2021087243A1 (en) 2019-11-01 2020-10-30 Automatic geological formations tops picking using dynamic time warping (dtw)

Country Status (3)

Country Link
US (1) US11914099B2 (en)
SA (1) SA522432497B1 (en)
WO (1) WO2021087243A1 (en)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
FR3140647A1 (en) * 2022-10-10 2024-04-12 IFP Energies Nouvelles Method for predicting a log while drilling a well

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20220222239A1 (en) * 2021-01-13 2022-07-14 Saudi Arabian Oil Company Method to improve the accuracy of formation top picks
CN116006165B (en) * 2021-10-19 2025-10-17 第四范式（北京）技术有限公司 Stratum identification method, model training method and device
CN115993957A (en) * 2021-10-20 2023-04-21 中国石油化工股份有限公司 Logging data sorting method, device, medium and equipment
US20240329271A1 (en) * 2023-03-30 2024-10-03 Halliburton Energy Services, Inc. Sonic log synthesis
CN119434977A (en) * 2023-07-31 2025-02-14 中国石油化工股份有限公司 Method and device for determining multi-well stratigraphic mapping based on logging while drilling data
CN117910883B (en) * 2024-03-18 2024-07-02 中海油田服务股份有限公司 Logging data quality detection method, device, computing equipment and storage medium

Citations (2)

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US20140316706A1 (en) * 2013-04-17 2014-10-23 Drilling Info, Inc. System and method for automatically correlating geologic tops
WO2019204555A1 (en) * 2018-04-20 2019-10-24 Schlumberger Technology Corporation Well log correlation and propagation system

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US7089184B2 (en) * 2001-03-22 2006-08-08 Nurv Center Technologies, Inc. Speech recognition for recognizing speaker-independent, continuous speech
US20150088424A1 (en) * 2013-09-20 2015-03-26 Schlumberger Technology Corporation Identifying geological formation depth structure using well log data
CN106529595A (en) * 2016-11-11 2017-03-22 河南理工大学 Incremental fuzzy c center point clustering method facing time series data
CN106778824A (en) * 2016-11-24 2017-05-31 河南理工大学 A kind of increment fuzzy c central point clustering method towards time series data
CN106610505B (en) * 2016-12-29 2019-03-22 中国石油大学(华东) One kind shaking material matches method based on the united well of DTW and ABA
CA3000537A1 (en) * 2017-04-13 2018-10-13 Drilling Info, Inc. System and method for automatically correlating geologic tops
US11614733B2 (en) * 2018-04-30 2023-03-28 Aspentech Corporation Computer system and method for automated batch data alignment in batch process modeling, monitoring and control

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20140316706A1 (en) * 2013-04-17 2014-10-23 Drilling Info, Inc. System and method for automatically correlating geologic tops
WO2019204555A1 (en) * 2018-04-20 2019-10-24 Schlumberger Technology Corporation Well log correlation and propagation system

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
FR3140647A1 (en) * 2022-10-10 2024-04-12 IFP Energies Nouvelles Method for predicting a log while drilling a well
WO2024078880A1 (en) * 2022-10-10 2024-04-18 IFP Energies Nouvelles Method for predicting a log during drilling of a well

Also Published As

Publication number Publication date
SA522432497B1 (en) 2024-02-29
US11914099B2 (en) 2024-02-27
US20210132253A1 (en) 2021-05-06

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