NO324647B1 - Fremgangsmate for forovermodellering av bronnloggerespons - Google Patents
Fremgangsmate for forovermodellering av bronnloggerespons Download PDFInfo
- Publication number
- NO324647B1 NO324647B1 NO19974548A NO974548A NO324647B1 NO 324647 B1 NO324647 B1 NO 324647B1 NO 19974548 A NO19974548 A NO 19974548A NO 974548 A NO974548 A NO 974548A NO 324647 B1 NO324647 B1 NO 324647B1
- Authority
- NO
- Norway
- Prior art keywords
- neural network
- borehole
- artificial neural
- data
- model
- Prior art date
Links
- 238000000034 method Methods 0.000 title claims description 92
- 230000004044 response Effects 0.000 title claims description 66
- 238000013528 artificial neural network Methods 0.000 claims description 120
- 238000012549 training Methods 0.000 claims description 45
- 230000015572 biosynthetic process Effects 0.000 claims description 43
- 238000005553 drilling Methods 0.000 claims description 7
- 238000005457 optimization Methods 0.000 claims description 6
- 229930195733 hydrocarbon Natural products 0.000 claims description 3
- 150000002430 hydrocarbons Chemical class 0.000 claims description 3
- 238000012545 processing Methods 0.000 claims description 2
- 238000005755 formation reaction Methods 0.000 description 33
- 238000005259 measurement Methods 0.000 description 10
- 230000006870 function Effects 0.000 description 7
- 239000000463 material Substances 0.000 description 7
- 210000002569 neuron Anatomy 0.000 description 7
- 230000008569 process Effects 0.000 description 7
- 230000004913 activation Effects 0.000 description 5
- 238000004364 calculation method Methods 0.000 description 4
- 230000008901 benefit Effects 0.000 description 3
- 210000004556 brain Anatomy 0.000 description 3
- 239000011435 rock Substances 0.000 description 3
- 230000007704 transition Effects 0.000 description 3
- 238000007792 addition Methods 0.000 description 2
- 230000008859 change Effects 0.000 description 2
- 238000004590 computer program Methods 0.000 description 2
- 206010016256 fatigue Diseases 0.000 description 2
- 238000004519 manufacturing process Methods 0.000 description 2
- 230000035699 permeability Effects 0.000 description 2
- 240000004759 Inga spectabilis Species 0.000 description 1
- 238000004458 analytical method Methods 0.000 description 1
- 230000000454 anti-cipatory effect Effects 0.000 description 1
- 230000009118 appropriate response Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 238000000605 extraction Methods 0.000 description 1
- 239000012530 fluid Substances 0.000 description 1
- 230000005484 gravity Effects 0.000 description 1
- 230000006698 induction Effects 0.000 description 1
- 230000009545 invasion Effects 0.000 description 1
- 230000001537 neural effect Effects 0.000 description 1
- 238000003909 pattern recognition Methods 0.000 description 1
- 230000000306 recurrent effect Effects 0.000 description 1
- 238000004088 simulation Methods 0.000 description 1
- 238000003860 storage Methods 0.000 description 1
- 210000000225 synapse Anatomy 0.000 description 1
- 238000012360 testing method Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
- G01V3/00—Electric or magnetic prospecting or detecting; Measuring magnetic field characteristics of the earth, e.g. declination, deviation
- G01V3/38—Processing data, e.g. for analysis, for interpretation, for correction
-
- 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
- G01V1/282—Application of seismic models, synthetic seismograms
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01V—GEOPHYSICS; GRAVITATIONAL MEASUREMENTS; DETECTING MASSES OR OBJECTS; TAGS
- G01V1/00—Seismology; Seismic or acoustic prospecting or detecting
- G01V1/40—Seismology; Seismic or acoustic prospecting or detecting specially adapted for well-logging
- G01V1/44—Seismology; Seismic or acoustic prospecting or detecting specially adapted for well-logging using generators and receivers in the same well
- G01V1/48—Processing data
- G01V1/50—Analysing data
-
- 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
-
- 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
- G01V2210/614—Synthetically generated data
Landscapes
- Life Sciences & Earth Sciences (AREA)
- Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Remote Sensing (AREA)
- Environmental & Geological Engineering (AREA)
- Geology (AREA)
- General Life Sciences & Earth Sciences (AREA)
- General Physics & Mathematics (AREA)
- Geophysics (AREA)
- Acoustics & Sound (AREA)
- Geophysics And Detection Of Objects (AREA)
- Investigation Of Foundation Soil And Reinforcement Of Foundation Soil By Compacting Or Drainage (AREA)
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US08/740,792 US5862513A (en) | 1996-11-01 | 1996-11-01 | Systems and methods for forward modeling of well logging tool responses |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| NO974548D0 NO974548D0 (no) | 1997-10-02 |
| NO974548L NO974548L (no) | 1998-05-04 |
| NO324647B1 true NO324647B1 (no) | 2007-11-26 |
Family
ID=24978093
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| NO19974548A NO324647B1 (no) | 1996-11-01 | 1997-10-02 | Fremgangsmate for forovermodellering av bronnloggerespons |
Country Status (4)
| Country | Link |
|---|---|
| US (1) | US5862513A (de) |
| EP (1) | EP0840141B1 (de) |
| CA (1) | CA2217427A1 (de) |
| NO (1) | NO324647B1 (de) |
Families Citing this family (73)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5794720A (en) | 1996-03-25 | 1998-08-18 | Dresser Industries, Inc. | Method of assaying downhole occurrences and conditions |
| US7032689B2 (en) | 1996-03-25 | 2006-04-25 | Halliburton Energy Services, Inc. | Method and system for predicting performance of a drilling system of a given formation |
| US6044325A (en) * | 1998-03-17 | 2000-03-28 | Western Atlas International, Inc. | Conductivity anisotropy estimation method for inversion processing of measurements made by a transverse electromagnetic induction logging instrument |
| US6236942B1 (en) * | 1998-09-15 | 2001-05-22 | Scientific Prediction Incorporated | System and method for delineating spatially dependent objects, such as hydrocarbon accumulations from seismic data |
| US6574565B1 (en) | 1998-09-15 | 2003-06-03 | Ronald R. Bush | System and method for enhanced hydrocarbon recovery |
| US6310559B1 (en) * | 1998-11-18 | 2001-10-30 | Schlumberger Technology Corp. | Monitoring performance of downhole equipment |
| FR2788135B1 (fr) * | 1998-12-30 | 2001-03-23 | Schlumberger Services Petrol | Procede d'obtention d'une image bidimensionnelle developpee de la paroi d'un forage |
| FR2792074B1 (fr) * | 1999-04-08 | 2001-07-06 | Philippe Souhaite | Procede de determination de la resistivite des formations traversees par un forage |
| US6594602B1 (en) * | 1999-04-23 | 2003-07-15 | Halliburton Energy Services, Inc. | Methods of calibrating pressure and temperature transducers and associated apparatus |
| DE19943325C2 (de) * | 1999-09-10 | 2001-12-13 | Trappe Henning | Verfahren zur Bearbeitung seismischer Meßdaten mit einem neuronalen Netzwerk |
| US7062072B2 (en) * | 1999-12-22 | 2006-06-13 | Schlumberger Technology Corporation | Methods of producing images of underground formations surrounding a borehole |
| US6374185B1 (en) * | 2000-02-18 | 2002-04-16 | Rdsp I, L.P. | Method for generating an estimate of lithological characteristics of a region of the earth's subsurface |
| AU2001247576A1 (en) * | 2000-03-17 | 2001-10-03 | Optim, L.L.C. | Optimization apparatus, system, and method of use doing business |
| US6381542B1 (en) | 2000-04-05 | 2002-04-30 | Baker Hughes Incorporated | Generic, accurate, and real time borehole correction for resistivity tools |
| US6646437B1 (en) * | 2000-04-07 | 2003-11-11 | Halliburton Energy Services, Inc. | System and method for clay typing using NMR-based porosity modeling |
| AU6860201A (en) * | 2000-06-19 | 2002-01-02 | Halliburton Energy Serv Inc | Apparatus and methods for applying time lapse vsp to monitor a reservoir |
| US6424919B1 (en) * | 2000-06-26 | 2002-07-23 | Smith International, Inc. | Method for determining preferred drill bit design parameters and drilling parameters using a trained artificial neural network, and methods for training the artificial neural network |
| AU4165702A (en) * | 2000-12-19 | 2002-07-01 | Halliburton Energy Serv Inc | Processing well logging data with neural network |
| US6541975B2 (en) * | 2001-08-23 | 2003-04-01 | Kjt Enterprises, Inc. | Integrated borehole system for reservoir detection and monitoring |
| US7991717B1 (en) | 2001-09-10 | 2011-08-02 | Bush Ronald R | Optimal cessation of training and assessment of accuracy in a given class of neural networks |
| US6957146B1 (en) | 2001-12-24 | 2005-10-18 | Rdsp I, L.P. | System for utilizing seismic data to estimate subsurface lithology |
| GB0202369D0 (en) * | 2002-02-01 | 2002-03-20 | Petrodata Ltd | Apparatus and method for improved developement of oil and gas wells |
| US7053787B2 (en) * | 2002-07-02 | 2006-05-30 | Halliburton Energy Services, Inc. | Slickline signal filtering apparatus and methods |
| AU2003278893A1 (en) * | 2002-09-27 | 2004-04-19 | Baker Hughes Incorporated | A method for resistivity anisotropy determination in conductive borehole environments |
| GB2397664B (en) * | 2003-01-24 | 2005-04-20 | Schlumberger Holdings | System and method for inferring geological classes |
| US7814036B2 (en) * | 2003-06-19 | 2010-10-12 | Haliburton Energy Services, Inc. | Processing well logging data with neural network |
| US6947870B2 (en) * | 2003-08-18 | 2005-09-20 | Baker Hughes Incorporated | Neural network model for electric submersible pump system |
| US6944546B2 (en) * | 2003-10-01 | 2005-09-13 | Halliburton Energy Services, Inc. | Method and apparatus for inversion processing of well logging data in a selected pattern space |
| US7003400B2 (en) * | 2003-10-22 | 2006-02-21 | Bryant Consultants, Inc. | Apparatus and method for displaying subsurface anomalies and surface features |
| US7546324B2 (en) * | 2003-11-13 | 2009-06-09 | Commvault Systems, Inc. | Systems and methods for performing storage operations using network attached storage |
| US7280987B2 (en) * | 2004-03-26 | 2007-10-09 | Halliburton Energy Services, Inc. | Genetic algorithm based selection of neural network ensemble for processing well logging data |
| GB2413403B (en) | 2004-04-19 | 2008-01-09 | Halliburton Energy Serv Inc | Field synthesis system and method for optimizing drilling operations |
| US20060062082A1 (en) * | 2004-09-23 | 2006-03-23 | Halliburton Energy Services, Inc. | Method and apparatus for generating acoustic signal with single mode of propagation |
| US7716014B2 (en) * | 2004-09-30 | 2010-05-11 | Rockwell Automation Technologies, Inc. | Reuse of manufacturing process design models as part of a diagnostic system |
| US7613665B2 (en) * | 2005-06-24 | 2009-11-03 | Halliburton Energy Services, Inc. | Ensembles of neural networks with different input sets |
| US7587373B2 (en) * | 2005-06-24 | 2009-09-08 | Halliburton Energy Services, Inc. | Neural network based well log synthesis with reduced usage of radioisotopic sources |
| US7574410B2 (en) * | 2006-08-22 | 2009-08-11 | Kjt Enterprises, Inc. | Fast 3D inversion of electromagnetic survey data using a trained neural network in the forward modeling branch |
| CA2680021A1 (en) * | 2007-03-05 | 2008-09-12 | Paradigm Geophysical (Luxembourg) S.A.R.L. | Model-based time-preserving tomography |
| US8065244B2 (en) * | 2007-03-14 | 2011-11-22 | Halliburton Energy Services, Inc. | Neural-network based surrogate model construction methods and applications thereof |
| US8417495B2 (en) * | 2007-11-07 | 2013-04-09 | Baker Hughes Incorporated | Method of training neural network models and using same for drilling wellbores |
| WO2009075667A2 (en) * | 2007-11-30 | 2009-06-18 | Halliburton Energy Services | Method and system for predicting performance of a drilling system having multiple cutting structures |
| US20090182693A1 (en) * | 2008-01-14 | 2009-07-16 | Halliburton Energy Services, Inc. | Determining stimulation design parameters using artificial neural networks optimized with a genetic algorithm |
| US9733388B2 (en) | 2008-05-05 | 2017-08-15 | Exxonmobil Upstream Research Company | Systems and methods for connectivity analysis using functional objects |
| US9514388B2 (en) * | 2008-08-12 | 2016-12-06 | Halliburton Energy Services, Inc. | Systems and methods employing cooperative optimization-based dimensionality reduction |
| US8660796B2 (en) * | 2008-08-26 | 2014-02-25 | Halliburton Energy Services, Inc. | Method and system of processing gamma count rate curves using neural networks |
| BRPI0918084A2 (pt) * | 2008-09-24 | 2015-12-01 | Exxonmobil Upstream Res Co | método, e, sistema |
| WO2010039342A1 (en) * | 2008-10-03 | 2010-04-08 | Halliburton Energy Services Inc. | Method and system for predicting performance of a drilling system |
| WO2010123494A1 (en) | 2009-04-21 | 2010-10-28 | Halliburton Energy Services, Inc. | System and method of predicting gas saturation of a formation using neural networks |
| US8849573B2 (en) * | 2010-03-15 | 2014-09-30 | Baker Hughes Incorporated | Method and apparatus for neutron porosity measurement using a neural network |
| US8438122B1 (en) | 2010-05-14 | 2013-05-07 | Google Inc. | Predictive analytic modeling platform |
| US8473431B1 (en) | 2010-05-14 | 2013-06-25 | Google Inc. | Predictive analytic modeling platform |
| US8595154B2 (en) | 2011-01-26 | 2013-11-26 | Google Inc. | Dynamic predictive modeling platform |
| US8533222B2 (en) * | 2011-01-26 | 2013-09-10 | Google Inc. | Updateable predictive analytical modeling |
| BR112013019329A2 (pt) | 2011-01-31 | 2018-07-10 | Landmark Graphics Corp | método e sistema para implementar um simulador de reservatório, e, meio legível por computador. |
| US8577820B2 (en) * | 2011-03-04 | 2013-11-05 | Tokyo Electron Limited | Accurate and fast neural network training for library-based critical dimension (CD) metrology |
| CA2830890A1 (en) * | 2011-04-22 | 2012-10-26 | Baker Hughes Incoprorated | Increasing the resolution of vsp ava analysis through using borehole gravity information |
| US8533224B2 (en) * | 2011-05-04 | 2013-09-10 | Google Inc. | Assessing accuracy of trained predictive models |
| US8626791B1 (en) * | 2011-06-14 | 2014-01-07 | Google Inc. | Predictive model caching |
| US8489632B1 (en) * | 2011-06-28 | 2013-07-16 | Google Inc. | Predictive model training management |
| US9022140B2 (en) | 2012-10-31 | 2015-05-05 | Resource Energy Solutions Inc. | Methods and systems for improved drilling operations using real-time and historical drilling data |
| US9562990B2 (en) | 2013-03-25 | 2017-02-07 | Baker Hughes Incorporated | Fast inversion of MWD transient EM data excited by a pulse of an arbitrary shape |
| US10393913B2 (en) | 2013-04-19 | 2019-08-27 | Schlumberger Technology Corporation | Petrophysical inversions systems and methods field |
| US10242312B2 (en) * | 2014-06-06 | 2019-03-26 | Quantico Energy Solutions, Llc. | Synthetic logging for reservoir stimulation |
| US10677052B2 (en) * | 2014-06-06 | 2020-06-09 | Quantico Energy Solutions Llc | Real-time synthetic logging for optimization of drilling, steering, and stimulation |
| US10317555B2 (en) | 2016-01-19 | 2019-06-11 | Halliburton Energy Services, Inc. | Method of minimizing tool response for downhole logging operations |
| CN106610508B (zh) * | 2016-11-15 | 2019-05-07 | 中国石油天然气股份有限公司 | 一种裂缝的地震属性判识系统及方法 |
| US10802177B2 (en) | 2017-10-16 | 2020-10-13 | Baker Hughes, A Ge Company, Llc | Evaluating hydrocarbon reserves using tool response models |
| US10520644B1 (en) | 2019-01-10 | 2019-12-31 | Emerson Paradigm Holding Llc | Imaging a subsurface geological model at a past intermediate restoration time |
| US11156744B2 (en) | 2019-01-10 | 2021-10-26 | Emerson Paradigm Holding Llc | Imaging a subsurface geological model at a past intermediate restoration time |
| WO2020257263A1 (en) * | 2019-06-18 | 2020-12-24 | University Of Houston System | Systems and methods for solving geosteering inverse problems in downhole environments using a deep neural network |
| US11836122B2 (en) * | 2019-12-19 | 2023-12-05 | Capital One Services, Llc | Schema validation with data synthesis |
| US11741359B2 (en) | 2020-05-29 | 2023-08-29 | Saudi Arabian Oil Company | Systems and procedures to forecast well production performance for horizontal wells utilizing artificial neural networks |
| CN116299692B (zh) * | 2022-12-23 | 2025-04-22 | 成都理工大学 | 基于声波速度测井的拟vsp数据高效获取方法 |
Family Cites Families (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5345077A (en) * | 1991-07-24 | 1994-09-06 | Mobil Oil Corporation | Method and apparatus for producing a porosity log of a subsurface formation corrected for detector standoff |
| US5251286A (en) * | 1992-03-16 | 1993-10-05 | Texaco, Inc. | Method for estimating formation permeability from wireline logs using neural networks |
| DE4213872A1 (de) * | 1992-04-28 | 1993-11-04 | Bayer Ag | Verfahren zur herstellung von hochreinem bisphenol-a |
| US5444619A (en) * | 1993-09-27 | 1995-08-22 | Schlumberger Technology Corporation | System and method of predicting reservoir properties |
| US5548512A (en) * | 1994-10-04 | 1996-08-20 | The United States Of America As Represented By The Administrator Of The National Aeronautics And Space Administration | Autonomous navigation apparatus with neural network for a mobile vehicle |
-
1996
- 1996-11-01 US US08/740,792 patent/US5862513A/en not_active Expired - Lifetime
-
1997
- 1997-10-02 NO NO19974548A patent/NO324647B1/no not_active IP Right Cessation
- 1997-10-03 CA CA002217427A patent/CA2217427A1/en not_active Abandoned
- 1997-10-28 EP EP97308601A patent/EP0840141B1/de not_active Expired - Lifetime
Also Published As
| Publication number | Publication date |
|---|---|
| US5862513A (en) | 1999-01-19 |
| NO974548L (no) | 1998-05-04 |
| EP0840141A3 (de) | 1999-12-22 |
| CA2217427A1 (en) | 1998-05-01 |
| EP0840141A2 (de) | 1998-05-06 |
| EP0840141B1 (de) | 2002-05-29 |
| NO974548D0 (no) | 1997-10-02 |
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Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| MM1K | Lapsed by not paying the annual fees |