JP7354268B2 - 人工知能を使った地震属性の高速算出のための方法 - Google Patents

人工知能を使った地震属性の高速算出のための方法 Download PDF

Info

Publication number
JP7354268B2
JP7354268B2 JP2021549110A JP2021549110A JP7354268B2 JP 7354268 B2 JP7354268 B2 JP 7354268B2 JP 2021549110 A JP2021549110 A JP 2021549110A JP 2021549110 A JP2021549110 A JP 2021549110A JP 7354268 B2 JP7354268 B2 JP 7354268B2
Authority
JP
Japan
Prior art keywords
attributes
initial
grid
data
colored image
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.)
Active
Application number
JP2021549110A
Other languages
English (en)
Japanese (ja)
Other versions
JP2022520994A (ja
JP2022520994A5 (https=
Inventor
キリル・ガディールシン
アンドレイ・バクリン
イリヤ・シルヴェストロフ
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
Original Assignee
Saudi Arabian Oil Co
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 filed Critical Saudi Arabian Oil Co
Publication of JP2022520994A publication Critical patent/JP2022520994A/ja
Publication of JP2022520994A5 publication Critical patent/JP2022520994A5/ja
Application granted granted Critical
Publication of JP7354268B2 publication Critical patent/JP7354268B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
    • G01V1/00—Seismology; Seismic or acoustic prospecting or detecting
    • G01V1/28—Processing seismic data, e.g. for interpretation or for event detection
    • G01V1/30—Analysis
    • G01V1/307—Analysis for determining seismic attributes, e.g. amplitude, instantaneous phase or frequency, reflection strength or polarity
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/60—Image enhancement or restoration using machine learning, e.g. neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/77—Retouching; Inpainting; Scratch removal
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10024—Color image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Remote Sensing (AREA)
  • Biophysics (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Biomedical Technology (AREA)
  • Computational Linguistics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Health & Medical Sciences (AREA)
  • Acoustics & Sound (AREA)
  • Environmental & Geological Engineering (AREA)
  • Geology (AREA)
  • General Life Sciences & Earth Sciences (AREA)
  • Geophysics (AREA)
  • Geophysics And Detection Of Objects (AREA)
JP2021549110A 2019-02-20 2020-02-12 人工知能を使った地震属性の高速算出のための方法 Active JP7354268B2 (ja)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201962807881P 2019-02-20 2019-02-20
US62/807,881 2019-02-20
US16/788,500 2020-02-12
US16/788,500 US11009617B2 (en) 2019-02-20 2020-02-12 Method for fast calculation of seismic attributes using artificial intelligence
PCT/US2020/017916 WO2020172019A1 (en) 2019-02-20 2020-02-12 Method for fast calculation of seismic attributes using artificial intelligence

Publications (3)

Publication Number Publication Date
JP2022520994A JP2022520994A (ja) 2022-04-04
JP2022520994A5 JP2022520994A5 (https=) 2023-02-17
JP7354268B2 true JP7354268B2 (ja) 2023-10-02

Family

ID=72040619

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2021549110A Active JP7354268B2 (ja) 2019-02-20 2020-02-12 人工知能を使った地震属性の高速算出のための方法

Country Status (4)

Country Link
US (1) US11009617B2 (https=)
EP (1) EP3928131A1 (https=)
JP (1) JP7354268B2 (https=)
WO (1) WO2020172019A1 (https=)

Families Citing this family (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12425605B2 (en) * 2018-03-21 2025-09-23 Nvidia Corporation Image in-painting for irregular holes using partial convolutions
WO2021020982A1 (en) 2019-07-31 2021-02-04 Saudi Arabian Oil Company Enhancement of seismic data
US12123994B2 (en) 2019-07-31 2024-10-22 Saudi Arabian Oil Company Enhancement of seismic data
US12123993B2 (en) 2019-07-31 2024-10-22 Saudi Arabian Oil Company Enhancement of seismic data
WO2021245563A1 (en) * 2020-06-02 2021-12-09 Matrix Jvco Ltd Borehole image interpretation and analysis
EP4211500A1 (en) 2020-09-07 2023-07-19 Saudi Arabian Oil Company Enhancement of single sensor seismic data
CN114428271A (zh) * 2020-10-09 2022-05-03 中国石油化工股份有限公司 一种基于深度学习的地震数据重建方法及系统
CN112083498B (zh) * 2020-10-16 2021-05-25 山东科技大学 一种基于深度神经网络的多波地震油气储层预测方法
CN112881986B (zh) * 2021-01-15 2022-08-23 电子科技大学 基于优化深度模型的雷达切片存储转发式干扰抑制方法
US12032111B2 (en) 2021-03-05 2024-07-09 Saudi Arabian Oil Company Method and system for faster seismic imaging using machine learning
CN114047548B (zh) * 2021-07-07 2023-03-14 清华大学 一种基于闭环网络的地震波阻抗反演不确定性的预测方法
US12013508B2 (en) 2021-10-28 2024-06-18 Saudi Arabian Oil Company Method and system for determining seismic processing parameters using machine learning
US20230229908A1 (en) * 2022-01-18 2023-07-20 Aramco Overseas Company B.V. Methods and systems for an online machine-learned non-linear beamforming tuple solver
KR102550707B1 (ko) * 2022-10-12 2023-06-30 부경대학교 산학협력단 딥러닝 기반 경사지 균열 감지 방법과 이를 이용한 산사태 조기 감지 방법 및 그 장치
CN115661653B (zh) * 2022-11-01 2025-11-18 中国科学院合肥物质科学研究院 一种基于脱色方法的农作物高光谱图像可视化检测方法
CN115828151A (zh) * 2022-11-04 2023-03-21 湖州师范学院 一种基于局部知识增强的深度集成方法

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2004029361A (ja) 2002-06-25 2004-01-29 Canon Inc 画像形成装置
JP2014535044A (ja) 2011-09-28 2014-12-25 サウジ アラビアン オイル カンパニー 最小二乗サポートベクターマシンを用いた貯留層特性予測
US20150032426A1 (en) 2013-07-29 2015-01-29 Chevron U.S.A. Inc. System and method for estimating a reservoir parameter using joint stochastic inversion of multisource geophysical data
JP2018048898A (ja) 2016-09-21 2018-03-29 日本電気株式会社 画像処理装置、画像処理方法及びプログラム
WO2018148492A1 (en) 2017-02-09 2018-08-16 Schlumberger Technology Corporation Geophysical deep learning

Family Cites Families (32)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2878409B2 (ja) * 1989-09-04 1999-04-05 株式会社リコー ３次元物体撮像方式
US5453958A (en) * 1993-06-11 1995-09-26 Phillips Petroleum Company Method for locating hydrocarbon reservoirs
US5930730A (en) * 1994-12-12 1999-07-27 Amoco Corporation Method and apparatus for seismic signal processing and exploration
US6226596B1 (en) * 1999-10-27 2001-05-01 Marathon Oil Company Method for analyzing and classifying three dimensional seismic information
US6571177B1 (en) * 2000-09-18 2003-05-27 Conoco Inc. Color displays of multiple slices of 3-D seismic data
US7218573B1 (en) * 2006-01-06 2007-05-15 Westerngeco, L.L.C. Interpretation of shot gather and stack of seismic data
WO2010080366A1 (en) * 2009-01-09 2010-07-15 Exxonmobil Upstream Research Company Hydrocarbon detection with passive seismic data
CA2810540C (en) * 2012-03-28 2020-06-16 Schlumberger Canada Limited Seismic attribute color model transform
GB2503506B (en) * 2012-06-29 2014-12-03 Foster Findlay Ass Ltd Adaptive horizon tracking
US10048396B2 (en) * 2013-03-14 2018-08-14 Exxonmobil Upstream Research Company Method for region delineation and optimal rendering transform of seismic attributes
US9952340B2 (en) * 2013-03-15 2018-04-24 General Electric Company Context based geo-seismic object identification
EP3418778B1 (en) * 2013-03-15 2020-07-15 Emerson Paradigm Holding LLC Systems and methods to build sedimentary attributes
US9977996B2 (en) * 2013-06-24 2018-05-22 Schlumberger Technology Corporation Characterizing porosity distribution from a borehole image
US10663609B2 (en) * 2013-09-30 2020-05-26 Saudi Arabian Oil Company Combining multiple geophysical attributes using extended quantization
US9632193B2 (en) * 2013-11-01 2017-04-25 Conocophillips Company Compressive sensing
US20150253445A1 (en) * 2014-03-06 2015-09-10 Westerngeco L.L.C. Visualization of seismic attributes
US20160086352A1 (en) * 2014-09-19 2016-03-24 Siemens Aktiengesellschaft Database-guided method for detecting a mineral layer from seismic survey data
US20160267382A1 (en) * 2015-01-14 2016-09-15 Entertainment Experience Llc Methods and devices for analysis of digital color images and methods of applying color image analysis
GB2539846B (en) * 2015-02-19 2017-11-01 Magic Pony Tech Ltd Online training of hierarchical algorithms
US10310112B2 (en) * 2015-03-24 2019-06-04 Saudi Arabian Oil Company Processing geophysical data using 3D norm-zero optimization for smoothing geophysical inversion data
GB201604672D0 (en) * 2016-03-18 2016-05-04 Magic Pony Technology Ltd Generative methods of super resolution
US10151849B2 (en) * 2015-06-24 2018-12-11 Chevron U.S.A. Inc. Well placement using closure stress based landing map
US10310117B2 (en) * 2016-02-03 2019-06-04 Exxonmobil Upstream Research Company Efficient seismic attribute gather generation with data synthesis and expectation method
US11024009B2 (en) * 2016-09-15 2021-06-01 Twitter, Inc. Super resolution using a generative adversarial network
US11016212B2 (en) * 2017-04-11 2021-05-25 Saudi Arabian Oil Company Compressing seismic wavefields in three-dimensional reverse time migration
US20200132871A1 (en) * 2017-04-21 2020-04-30 Repsol Exploración, S.A. Post-Stack Kirchhoff Depth De-Migration Method for Tilted Transverse Isotropic (TTI) and Heterogeneous Media Based on Ray Tracing on Migrated Data
WO2018213829A1 (en) * 2017-05-19 2018-11-22 Google Llc Transforming grayscale images into color images using deep neural networks
EA201992827A1 (ru) * 2017-06-01 2020-04-03 Сауди Арабиан Ойл Компани Определение структур в недрах земли
US11041972B2 (en) * 2017-06-14 2021-06-22 Pgs Geophysical As Methods and systems to enhance resolution of seismic images
US10740881B2 (en) * 2018-03-26 2020-08-11 Adobe Inc. Deep patch feature prediction for image inpainting
FR3081232B1 (fr) * 2018-05-18 2020-10-02 Ifp Energies Now Procede pour la detection d'objets geologiques dans une image sismique
JP2020129276A (ja) * 2019-02-08 2020-08-27 キヤノン株式会社 画像処理装置、画像処理方法、およびプログラム

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2004029361A (ja) 2002-06-25 2004-01-29 Canon Inc 画像形成装置
JP2014535044A (ja) 2011-09-28 2014-12-25 サウジ アラビアン オイル カンパニー 最小二乗サポートベクターマシンを用いた貯留層特性予測
US20150032426A1 (en) 2013-07-29 2015-01-29 Chevron U.S.A. Inc. System and method for estimating a reservoir parameter using joint stochastic inversion of multisource geophysical data
JP2018048898A (ja) 2016-09-21 2018-03-29 日本電気株式会社 画像処理装置、画像処理方法及びプログラム
WO2018148492A1 (en) 2017-02-09 2018-08-16 Schlumberger Technology Corporation Geophysical deep learning

Also Published As

Publication number Publication date
JP2022520994A (ja) 2022-04-04
EP3928131A1 (en) 2021-12-29
US20200264327A1 (en) 2020-08-20
WO2020172019A1 (en) 2020-08-27
US11009617B2 (en) 2021-05-18

Similar Documents

Publication Publication Date Title
JP7354268B2 (ja) 人工知能を使った地震属性の高速算出のための方法
US12223692B2 (en) Method and system for image-based reservoir property estimation using machine learning
US12032111B2 (en) Method and system for faster seismic imaging using machine learning
US12282128B2 (en) System and method for quantitative seismic integration modeling workflow
EP4147198B1 (en) Material properties from two-dimensional image
CN111596366A (zh) 一种基于地震信号优化处理的波阻抗反演方法
CN112731522A (zh) 地震地层智能识别方法、装置、设备及存储介质
US20230140656A1 (en) Method and system for determining seismic processing parameters using machine learning
WO2022159698A1 (en) Method and system for image-based reservoir property estimation using machine learning
CN114114421A (zh) 基于深度学习的导向自学习地震数据去噪方法及装置
CN120065342A (zh) 多分量地震数据融合与解释方法
CN118226516A (zh) 一种基于深度学习的地震成像方法
US11860324B2 (en) System and method for 3D seismic velocity estimation
US10743012B2 (en) Feature compensated borehole image coding
CN106405638A (zh) 一种含气饱和度确定方法和装置
CN105785443B (zh) 高精度道积分计算相对波阻抗的方法
US11740374B2 (en) System and method for randomness measurement in sesimic image data using vectorized disorder algorithm
CN113495291A (zh) 基于深度学习的偏前道集保幅性智能量化评价方法
CN120742415B (zh) 一种地震反演模型的训练方法、装置、设备及介质
CN120891547B (zh) 基于频域特征稳定模块的半监督地震智能反演方法及装置
US20260072191A1 (en) 2d-to-3d seismic image conversion using interpolation-based proxy model and a hybrid workflow
WO2025156152A1 (en) Optimized seismic acquisition geometry design based on spatial compressive sensing
EP4571366A1 (en) System and method for generating high-quality seismic data from low-quality seismic data
CA3177809C (en) Material properties from two-dimensional image
US20160274269A1 (en) Geocellular Modeling

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230208

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20230208

A871 Explanation of circumstances concerning accelerated examination

Free format text: JAPANESE INTERMEDIATE CODE: A871

Effective date: 20230208

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20230508

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20230807

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20230821

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20230920

R150 Certificate of patent or registration of utility model

Ref document number: 7354268

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150