EP2022934A3 - Method of evaluating a production scheme of an underground reservoir, taking into account uncertainties - Google Patents
Method of evaluating a production scheme of an underground reservoir, taking into account uncertainties Download PDFInfo
- Publication number
- EP2022934A3 EP2022934A3 EP08290725A EP08290725A EP2022934A3 EP 2022934 A3 EP2022934 A3 EP 2022934A3 EP 08290725 A EP08290725 A EP 08290725A EP 08290725 A EP08290725 A EP 08290725A EP 2022934 A3 EP2022934 A3 EP 2022934A3
- Authority
- EP
- European Patent Office
- Prior art keywords
- model
- production scheme
- degree
- precision
- simulator
- 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
Links
- 238000000034 method Methods 0.000 title abstract 3
- 238000004088 simulation Methods 0.000 abstract 2
- 238000013401 experimental design Methods 0.000 abstract 1
- 238000002474 experimental method Methods 0.000 abstract 1
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
Landscapes
- Life Sciences & Earth Sciences (AREA)
- Engineering & Computer Science (AREA)
- Geology (AREA)
- Mining & Mineral Resources (AREA)
- Physics & Mathematics (AREA)
- Environmental & Geological Engineering (AREA)
- Fluid Mechanics (AREA)
- General Life Sciences & Earth Sciences (AREA)
- Geochemistry & Mineralogy (AREA)
- Management, Administration, Business Operations System, And Electronic Commerce (AREA)
Abstract
Méthode pour évaluer un schéma de production d'un gisement souterrain en tenant compte des incertitudes.Method to evaluate a production scheme of an underground deposit taking into account uncertainties.
On sélectionne des paramètres d'entrée d'un simulateur d'écoulement, caractérisant le gisement et le schéma de production. On construit un modèle analytique approché permettant de prédire les réponses du gisement. On définit un degré de précision Dp que l'on souhaite obtenir, ce degré de précision Dp mesurant l'écart entre les réponses du modèle et celles du simulateur. On calcule le degré de précision Dp(M) des prédictions du modèle. On construit un plan d'expériences de façon à sélectionner des simulations à réaliser, pertinentes pour ajuster le modèle. On réalise les simulations sélectionnées par le plan d'expérience, puis, pour chacune des réponses simulées par le simulateur, on ajuste le modèle analytique à l'aide d'une méthode d'approximation. On réitère jusqu'à ce que le degré de précision souhaité Dp soit atteint. Enfin, on évalue le schéma de production, en analysant les réponses du gisement prédites par le modèle analytique approché.Input parameters of a flow simulator are selected, characterizing the deposit and the production scheme. An approximate analytical model is constructed to predict reservoir responses. One defines a degree of precision D p that one wishes to obtain, this degree of precision D p measuring the difference between the answers of the model and those of the simulator. The degree of precision D p (M) of the predictions of the model is calculated. We build a plan of experiments to select simulations to perform, relevant to adjust the model. The simulations selected by the experimental design are carried out, then, for each of the simulated responses by the simulator, the analytical model is adjusted using an approximation method. It is repeated until the desired degree of accuracy D p is reached. Finally, the production scheme is evaluated by analyzing the deposit responses predicted by the approximate analytical model.
Application notamment à l'exploitation de gisements pétroliers. Application particularly to the exploitation of oil deposits.
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR0705740A FR2919932B1 (en) | 2007-08-06 | 2007-08-06 | METHOD FOR EVALUATING A PRODUCTION SCHEME FOR UNDERGROUND GROWTH, TAKING INTO ACCOUNT UNCERTAINTIES |
Publications (2)
Publication Number | Publication Date |
---|---|
EP2022934A2 EP2022934A2 (en) | 2009-02-11 |
EP2022934A3 true EP2022934A3 (en) | 2011-06-15 |
Family
ID=39156699
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP08290725A Ceased EP2022934A3 (en) | 2007-08-06 | 2008-07-25 | Method of evaluating a production scheme of an underground reservoir, taking into account uncertainties |
Country Status (4)
Country | Link |
---|---|
US (1) | US8392164B2 (en) |
EP (1) | EP2022934A3 (en) |
CA (1) | CA2638227C (en) |
FR (1) | FR2919932B1 (en) |
Families Citing this family (38)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CA2702965C (en) | 2007-12-13 | 2014-04-01 | Exxonmobil Upstream Research Company | Parallel adaptive data partitioning on a reservoir simulation using an unstructured grid |
US8061444B2 (en) * | 2008-05-22 | 2011-11-22 | Schlumberger Technology Corporation | Methods and apparatus to form a well |
US8548785B2 (en) * | 2009-04-27 | 2013-10-01 | Schlumberger Technology Corporation | Method for uncertainty quantification in the performance and risk assessment of a carbon dioxide storage site |
GB2474275B (en) * | 2009-10-09 | 2015-04-01 | Senergy Holdings Ltd | Well simulation |
US8775142B2 (en) | 2010-05-14 | 2014-07-08 | Conocophillips Company | Stochastic downscaling algorithm and applications to geological model downscaling |
US9652726B2 (en) | 2010-08-10 | 2017-05-16 | X Systems, Llc | System and method for analyzing data |
US8849638B2 (en) | 2010-08-10 | 2014-09-30 | X Systems, Llc | System and method for analyzing data |
US9176979B2 (en) | 2010-08-10 | 2015-11-03 | X Systems, Llc | System and method for analyzing data |
US9665916B2 (en) | 2010-08-10 | 2017-05-30 | X Systems, Llc | System and method for analyzing data |
US9665836B2 (en) | 2010-08-10 | 2017-05-30 | X Systems, Llc | System and method for analyzing data |
US8805659B2 (en) * | 2011-02-17 | 2014-08-12 | Chevron U.S.A. Inc. | System and method for uncertainty quantification in reservoir simulation |
WO2012154912A2 (en) * | 2011-05-10 | 2012-11-15 | Chevron U.S.A. Inc. | System and method for characterizing reservoir formation evaluation uncertainty |
US20130110483A1 (en) * | 2011-10-31 | 2013-05-02 | Nikita V. Chugunov | Method for measurement screening under reservoir uncertainty |
US9201164B2 (en) * | 2011-11-15 | 2015-12-01 | Chevron U.S.A. Inc. | System and method of using spatially independent subsets of data to calculate property distribution uncertainty of spatially correlated reservoir data |
US20150285950A1 (en) * | 2012-02-10 | 2015-10-08 | Landmark Graphics Corporation | Systems and Methods for Selecting Facies Model Realizations |
EP2864590A1 (en) | 2012-06-21 | 2015-04-29 | Halliburton Energy Services, Inc. | Method and apparatus for formation tester data interpretation with diverse flow models |
FR2993310B1 (en) * | 2012-07-13 | 2014-08-29 | IFP Energies Nouvelles | METHOD FOR OPERATING A GEOLOGICAL RESERVOIR FROM A MODEL OF A TANK RESERVOIR BY CALCULATING AN ANALYTICAL LAW FOR CONDITIONAL DISTRIBUTION OF UNCERTAIN PARAMETERS OF THE MODEL |
US10203428B2 (en) * | 2013-01-25 | 2019-02-12 | Schlumberger Technology Corporation | Pressure transient test with sensitivity analysis |
US20140278110A1 (en) * | 2013-03-15 | 2014-09-18 | Schlumberger Technology Corporation | Targeted survey design under uncertainty |
US9726001B2 (en) * | 2013-08-28 | 2017-08-08 | Schlumberger Technology Corporation | Method for adaptive optimizing of heterogeneous proppant placement under uncertainty |
WO2015156792A1 (en) * | 2014-04-09 | 2015-10-15 | Landmark Graphics Corporation | Parameter measurement refinement in oil exploration operations |
CA2949351A1 (en) * | 2014-05-16 | 2015-11-19 | Apache Corporation | Methods for statistical prediction of well production and reserves |
US11598185B2 (en) * | 2014-11-24 | 2023-03-07 | Schlumberger Technology Corporation | Methods for adaptive optimization of enhanced oil recovery performance under uncertainty |
US10119392B2 (en) * | 2014-11-26 | 2018-11-06 | Halliburton Energy Services, Inc. | Determining depth of loss zones in subterranean formations |
US10280731B2 (en) * | 2014-12-03 | 2019-05-07 | Baker Hughes, A Ge Company, Llc | Energy industry operation characterization and/or optimization |
WO2017010978A1 (en) * | 2015-07-10 | 2017-01-19 | Halliburton Energy Services Inc. | Skin effect correction for focused electrode devices based on analytical model |
CN106855863A (en) * | 2015-12-09 | 2017-06-16 | 上海渤元信息科技有限公司 | A kind of new big data parser |
WO2017206182A1 (en) * | 2016-06-03 | 2017-12-07 | Schlumberger Technology Corporation | Detecting events in well reports |
US11914671B2 (en) | 2018-10-01 | 2024-02-27 | International Business Machines Corporation | Performing uncertainty quantification analysis with efficient two dimensional random fields |
CN110348137B (en) * | 2019-07-15 | 2022-04-22 | 西南石油大学 | Water-drive reservoir seepage field evaluation method based on vector autoregressive model |
CN110851957B (en) * | 2019-10-15 | 2024-05-28 | 南京航空航天大学 | Deep learning-based atmospheric data sensing system calculation method |
CN111173507B (en) * | 2020-03-17 | 2023-04-07 | 中国石油化工股份有限公司 | High-water-cut oil field residual oil prediction method |
CN111739579B (en) * | 2020-05-26 | 2022-06-14 | 浙江省农业科学院 | Quantitative risk assessment method for salmonella in broiler chicken industrial chain |
CN112818471A (en) * | 2021-02-18 | 2021-05-18 | 西北工业大学 | Uncertainty analysis method for transmission between tank travels |
CN112983406B (en) * | 2021-03-15 | 2022-03-25 | 西南石油大学 | Natural gas hydrate reservoir parameter index evaluation method |
CN113656900B (en) * | 2021-07-06 | 2023-06-20 | 扬州大学 | Harvester structural strength influence factor analysis method based on sensitivity correction |
CN116090914B (en) * | 2023-02-01 | 2023-09-05 | 中国水利水电科学研究院 | Mineralization safety threshold identification method and system for agricultural irrigation by brackish water |
CN116305593B (en) * | 2023-05-23 | 2023-08-01 | 西安交通大学 | Global sensitivity analysis method with strong portability |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20030220775A1 (en) * | 2002-04-02 | 2003-11-27 | Astrid Jourdan | Method for quantifying uncertainties related to continuous and discrete parameters descriptive of a medium by construction of experiment designs and statistical analysis |
US20030225606A1 (en) * | 2002-05-29 | 2003-12-04 | Schlumberger Technology Corporation | Tools for decision-making in reservoir risk management |
US20040148147A1 (en) * | 2003-01-24 | 2004-07-29 | Martin Gregory D. | Modeling in-situ reservoirs with derivative constraints |
EP1484704A1 (en) * | 2003-06-02 | 2004-12-08 | Institut Francais Du Petrole | Method for helping oilfield management decision making in the presence of technically and economically uncertain parameters |
FR2874706A1 (en) * | 2004-08-30 | 2006-03-03 | Inst Francais Du Petrole | METHOD OF MODELING THE PRODUCTION OF A PETROLEUM DEPOSITION |
US20070179767A1 (en) * | 2006-01-31 | 2007-08-02 | Alvin Stanley Cullick | Methods, systems, and computer-readable media for fast updating of oil and gas field production models with physical and proxy simulators |
Family Cites Families (18)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4969130A (en) * | 1989-09-29 | 1990-11-06 | Scientific Software Intercomp, Inc. | System for monitoring the changes in fluid content of a petroleum reservoir |
US5992519A (en) * | 1997-09-29 | 1999-11-30 | Schlumberger Technology Corporation | Real time monitoring and control of downhole reservoirs |
US6980940B1 (en) * | 2000-02-22 | 2005-12-27 | Schlumberger Technology Corp. | Intergrated reservoir optimization |
US7136787B2 (en) * | 2001-12-19 | 2006-11-14 | Archimedes, Inc. | Generation of continuous mathematical model for common features of a subject group |
WO2004076816A1 (en) * | 2003-02-27 | 2004-09-10 | Schlumberger Surenco Sa | Estimation of formation characteristics in wells |
FR2852710B1 (en) * | 2003-03-18 | 2005-04-29 | Inst Francais Du Petrole | METHOD FOR RAPIDLY FORMING A STOCHASTIC MODEL REPRESENTATIVE OF THE DISTRIBUTION OF A PHYSICAL SIZE IN A HETEROGENEOUS MEDIUM BY AN APPROPRIATE SELECTION OF GEOSTATISTICAL ACHIEVEMENTS |
FR2855631A1 (en) * | 2003-06-02 | 2004-12-03 | Inst Francais Du Petrole | METHOD FOR OPTIMIZING THE PRODUCTION OF AN OIL DEPOSIT IN THE PRESENCE OF UNCERTAINTIES |
US20050004833A1 (en) * | 2003-07-03 | 2005-01-06 | Reaction Design, Llc | Method and system for integrated uncertainty analysis |
US7725302B2 (en) * | 2003-12-02 | 2010-05-25 | Schlumberger Technology Corporation | Method and system and program storage device for generating an SWPM-MDT workflow in response to a user objective and executing the workflow to produce a reservoir response model |
CN1973110A (en) * | 2004-06-25 | 2007-05-30 | 国际壳牌研究有限公司 | Closed loop control system for controlling production of hydrocarbon fluid from an underground formation |
US7590518B2 (en) * | 2004-09-02 | 2009-09-15 | Cadence Design Systems, Inc. | Circuit analysis utilizing rank revealing factorization |
US7809538B2 (en) * | 2006-01-13 | 2010-10-05 | Halliburton Energy Services, Inc. | Real time monitoring and control of thermal recovery operations for heavy oil reservoirs |
AU2007211294B2 (en) * | 2006-01-31 | 2012-05-10 | Landmark Graphics Corporation | Methods, systems, and computer-readable media for real-time oil and gas field production optimization using a proxy simulator |
US7877246B2 (en) * | 2006-09-22 | 2011-01-25 | Schlumberger Technology Corporation | System and method for performing oilfield simulation operations |
WO2008083004A2 (en) * | 2006-12-28 | 2008-07-10 | Chevron U.S.A. Inc. | History matching and forecasting of hydrocarbon-bearing reservoirs utilizing proxies for likelihood functions |
US8046314B2 (en) * | 2007-07-20 | 2011-10-25 | Schlumberger Technology Corporation | Apparatus, method and system for stochastic workflow in oilfield operations |
US20090164186A1 (en) * | 2007-12-20 | 2009-06-25 | Bhp Billiton Innovation Pty Ltd. | Method for determining improved estimates of properties of a model |
US7894991B2 (en) * | 2008-02-01 | 2011-02-22 | Schlumberger Technology Corp. | Statistical determination of historical oilfield data |
-
2007
- 2007-08-06 FR FR0705740A patent/FR2919932B1/en not_active Expired - Fee Related
-
2008
- 2008-07-25 EP EP08290725A patent/EP2022934A3/en not_active Ceased
- 2008-08-01 CA CA2638227A patent/CA2638227C/en not_active Expired - Fee Related
- 2008-08-04 US US12/185,161 patent/US8392164B2/en active Active
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20030220775A1 (en) * | 2002-04-02 | 2003-11-27 | Astrid Jourdan | Method for quantifying uncertainties related to continuous and discrete parameters descriptive of a medium by construction of experiment designs and statistical analysis |
US20030225606A1 (en) * | 2002-05-29 | 2003-12-04 | Schlumberger Technology Corporation | Tools for decision-making in reservoir risk management |
US20040148147A1 (en) * | 2003-01-24 | 2004-07-29 | Martin Gregory D. | Modeling in-situ reservoirs with derivative constraints |
EP1484704A1 (en) * | 2003-06-02 | 2004-12-08 | Institut Francais Du Petrole | Method for helping oilfield management decision making in the presence of technically and economically uncertain parameters |
FR2874706A1 (en) * | 2004-08-30 | 2006-03-03 | Inst Francais Du Petrole | METHOD OF MODELING THE PRODUCTION OF A PETROLEUM DEPOSITION |
US20070179767A1 (en) * | 2006-01-31 | 2007-08-02 | Alvin Stanley Cullick | Methods, systems, and computer-readable media for fast updating of oil and gas field production models with physical and proxy simulators |
Non-Patent Citations (1)
Title |
---|
CULLICK A S ET AL: "Improved and more-rapid history matching with a nonlinear proxy and global optimization", SPE ANNUAL TECHNICAL CONFERENCE AND EXHIBITION, XX, XX, vol. 2, no. paper 101933, 24 September 2006 (2006-09-24), pages 728 - 740, XP009086566 * |
Also Published As
Publication number | Publication date |
---|---|
FR2919932A1 (en) | 2009-02-13 |
CA2638227C (en) | 2016-09-27 |
CA2638227A1 (en) | 2009-02-06 |
US20090043555A1 (en) | 2009-02-12 |
EP2022934A2 (en) | 2009-02-11 |
FR2919932B1 (en) | 2009-12-04 |
US8392164B2 (en) | 2013-03-05 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
EP2022934A3 (en) | Method of evaluating a production scheme of an underground reservoir, taking into account uncertainties | |
Arsenault | HMETS—A simple and efficient hydrology model for teaching hydrological modelling, flow forecasting and climate change impacts | |
Cunge | Of data and models | |
Pirulli | Numerical modelling of landslide runout. A continuum mechanics approach | |
EA201070342A1 (en) | METHOD OF FORECASTING IN OIL / GAS EXTRACTION SYSTEM | |
EA201070207A1 (en) | METHOD OF MANAGING THE PRODUCTION OF OIL AND GAS MANIFOLD IN REAL TIME | |
WO2007124162A3 (en) | Block diagram explorer in a method and apparatus for integrated modeling, simulation and analysis of chemical and biological systems | |
MY158618A (en) | Methods and apparatus for planning and dynamically updating sampling operations while drilling in a subterranean formation | |
GB2445305A (en) | Method and system for integrated asset management utilizing multi-level modeling of oil field assets | |
CN108170765A (en) | Recommend method based on the poverty-stricken mountains in school behavioral data multidimensional analysis | |
Strom et al. | Flocculation in a decaying shear field and its implications for mud removal in near‐field river mouth discharges | |
Tripoppoom et al. | Characterizing hydraulic and natural fractures properties in shale oil well in Permian basin using assisted history matching | |
Meyers et al. | Optimal model parameters for multi-objective large-eddy simulations | |
Delfs et al. | A sensitivity analysis of Hortonian flow | |
Yao et al. | Proxy modeling of the production profiles of SAGD reservoirs based on system identification | |
Ferrara et al. | Flow field in shallow reservoir with varying inlet and outlet position | |
Nguyen et al. | Applications of data analysis techniques for oil production prediction | |
Montes et al. | Sediment transport prediction in sewer pipes during flushing operation | |
Hanssen | VRbanism: Assessing virtual reality as an urban design tool | |
Nnamdi et al. | Dynamic Production forecasting using artificial neural networks customized to historical well key flow indicators | |
Baraldi et al. | Sensitivity analysis of scale deposition on equipment of oil wells plants | |
Al-Jubouri et al. | The effectiveness parameters analysis for piers scour calculation | |
Van Mierlo | Numerical modelling of wave penetration in ports | |
Moraru et al. | Visualizing hydrodynamic fluid simulations within an immersive experience as a scientific dissemination strategy | |
CN110107275A (en) | A kind of screening technique of high energy consumption rod-pumped well |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PUAI | Public reference made under article 153(3) epc to a published international application that has entered the european phase |
Free format text: ORIGINAL CODE: 0009012 |
|
AK | Designated contracting states |
Kind code of ref document: A2 Designated state(s): AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MT NL NO PL PT RO SE SI SK TR |
|
AX | Request for extension of the european patent |
Extension state: AL BA MK RS |
|
RAP1 | Party data changed (applicant data changed or rights of an application transferred) |
Owner name: IFP ENERGIES NOUVELLES |
|
REG | Reference to a national code |
Ref country code: DE Ref legal event code: R079 Free format text: PREVIOUS MAIN CLASS: E21B0041000000 Ipc: E21B0043000000 |
|
PUAL | Search report despatched |
Free format text: ORIGINAL CODE: 0009013 |
|
AK | Designated contracting states |
Kind code of ref document: A3 Designated state(s): AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HR HU IE IS IT LI LT LU LV MC MT NL NO PL PT RO SE SI SK TR |
|
AX | Request for extension of the european patent |
Extension state: AL BA MK RS |
|
RIC1 | Information provided on ipc code assigned before grant |
Ipc: E21B 43/00 20060101AFI20110512BHEP |
|
17P | Request for examination filed |
Effective date: 20111215 |
|
AKX | Designation fees paid |
Designated state(s): GB NO |
|
REG | Reference to a national code |
Ref country code: DE Ref legal event code: R108 Effective date: 20120222 |
|
RAP1 | Party data changed (applicant data changed or rights of an application transferred) |
Owner name: IFP ENERGIES NOUVELLES |
|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: EXAMINATION IS IN PROGRESS |
|
17Q | First examination report despatched |
Effective date: 20180425 |
|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: EXAMINATION IS IN PROGRESS |
|
STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: THE APPLICATION HAS BEEN REFUSED |
|
18R | Application refused |
Effective date: 20211008 |