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Keywords: classification
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Proceedings Papers
Downhole Flow Control Technologies: From Simple Starts to Wireless Smarts
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 10–12, 2023
Paper Number: SPE-215257-MS
... technologies. The authors introduce classification methods for such technologies based on function, feature and definition. The effort is to clarify the plethora of terminologies flooding the Oil field dictionary such as Autonomous, Automated, Active, Passive etc. This paper presents the pros and cons...
Proceedings Papers
Estimation of Rock Permeability Scores Using Machine Learning Methods
Available to PurchaseRoohullah Qalandari, Ruizhi Zhong, Cyrus Salehi, Nathaniel Chand, Raymond Leslie Johnson, Gonzalo Vazquez, Jack Mclean-Hodgson, Joel Zimmerman
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil & Gas Conference and Exhibition, October 17–19, 2022
Paper Number: SPE-210711-MS
... the model performance. Finally, the confusion matrix is used as an evaluation metric to quantify the model performance of this multiclass classification task. Results show that machine learning models have skewed performance (predicted permeability scores are lower than actual permeability scores) due...
Proceedings Papers
Artificial Intelligence Method of Flow Unit Division Based on Waveform Clustering: A Case Study on Zhetybay Oil Field, South Mangyshalk Basin, Kazakhstan
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 12–14, 2021
Paper Number: SPE-205740-MS
.... It provides an effective guidance for efficient waterflooding in this oilfield. machine learning upstream oil & gas artificial intelligence flow unit accuracy enhanced recovery classification kernel function characteristic artificial intelligence method prediction model flow unit division...
Proceedings Papers
Linear and Nonlinear Controls of Wireline Logs on Automated Grain Size Estimation Using Machine Learning Approach
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 12–14, 2021
Paper Number: SPE-205802-MS
... from nine wells in a clastic reservoir. Seven wells were used to train the models and the remaining two to test their classification performance. The grain size-types range from clay to granules. While sedimentologists have used gamma-ray logs to guide grain size qualification, the RF model recommended...
Proceedings Papers
More Insight into Kick Tolerance Calculations, and Effect of Kick Classification, Frictional Losses, Pore Pressure Profile and Influx Temperature
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil & Gas Conference and Exhibition, November 17–19, 2020
Paper Number: SPE-202426-MS
... for swabbing kick and underbalanced kick scenarios which are two different categories on the basis of their cause, this kick classification concept that usually ignored by many engineers as well as in many kick tolerance models prevents the risk of swabbing kick overestimation. Besides kick classification...
Proceedings Papers
Present Day Borehole Imager Technology Conveyed While Drilling in Highly Fractured Carbonate
Available to PurchaseAnom Seto Murtani, Andreas L. Setiawan, Zilman Syarif, Ihsan Taufik Pasaribu, Pasca Siburian, Dedi Juandi
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 29–31, 2019
Paper Number: SPE-196532-MS
... without any gap along the borehole. The images acquired while drilling then processed with advance processing to quantify fracture geometry and classification of the porosity in the carbonate system for further optimization on inflow control device position and geometry. well logging Reservoir...
Proceedings Papers
Revealing the Uncertainty of Heterogeneities in Fractured Basement: A Case Study from the South Malay Basin Offshore Peninsular, Malaysia
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 20–22, 2015
Paper Number: SPE-176332-MS
... porosity fracture fracture permeability fractured basement hydraulic fracturing orientation object area basement reservoir borehole image permeability classification window normalized hydrocarbon fracture characterization Malaysia south malay basin offshore peninsular Introduction...
Proceedings Papers
Thinly Bedded Reservoir Study, Application of Sand-Slit-Clay (SSC)-SHARP-Thomas Stieber Juhasz Models, in a Deep Water Field, Offshore Sabah, Malaysia
Available to PurchaseBudi P. Kantaatmadja, Syamsina Bt. Rashid, Achmad A. Nurhono, Rahim Masoudi, Tom Neville, Kim Taesoo, Debnath Basu
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE/IATMI Asia Pacific Oil & Gas Conference and Exhibition, October 20–22, 2015
Paper Number: SPE-176302-MS
..., and would be able to differentiate between porous zones with lower clay volume versus porous shales with high clay volumes. The main point is that if a thin bed interval has some calculated free fluid volume using standard resolution logs, then a thin bed analysis is warranted. classification...
Proceedings Papers
An Innovative Static Modeling Approach to handle a Complex Giant Mature Field within a Compressed Timeframe; A Case Study of the Baram Oil Field, Offshore Sarawak, East Malaysia
Available to PurchaseAgus Izudin Latief, Ahmad Idriszuldin Ridzuan, Paul Andrew Faehrmann, Alister MacDonald, Wardah Arina Nasir, Gozali Rahman, Mohd Elzrey Rahman
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, October 22–24, 2012
Paper Number: SPE-159532-MS
...-for-purpose static models to be delivered on time. reservoir characterization classification geologic modeling modeling & simulation innovative static modeling approach geological modeling upstream oil & gas static model variation workflow rock type geometry porosity fault geometry...
Proceedings Papers
Advanced Spectrometry and NMR Based Porosity Partitioning Integrated Technique in Evaluating Cretaceous Pinda Formation, Offshore Angola
Available to PurchaseClaire Jacob, Dhruba J. Dutta, Jim Grau, Prince Abangwu, Mirza Hassan Baig, Prodip Saikia, Celia C. Santos
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, September 20–22, 2011
Paper Number: SPE-145495-MS
..., realistic estimation of permeability was possible with a rock typing framework based on calibrated porosity partitioning. log analysis offshore Angola well logging vug fraction porosity formation tester mobility classification anhydrite Upstream Oil & Gas carbonate estimation society...
Proceedings Papers
Reservoir Characterization for Fracture Distribution Prediction and New Well Target Identification
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, September 20–22, 2011
Paper Number: SPE-145873-MS
... determinations and to define new well targets. In addition, classical borehole images interpretation of fracture types as open fractures and healed fractures or more detailed classification is not sufficient to identify and predict with confidence hydrocarbon flowing zones within the basement. To mitigate...
Proceedings Papers
The Consideration and Applicability of Game Theory to Reserve Valuation
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, October 20–22, 2008
Paper Number: SPE-115541-MS
..., the consenting party also has the option of taking the 500% penalty enticement for the other party's interest obligation. If both non-consent, the reserves' FMV remains at the reduced value for proved non-producing classification. This would be represented by SI receiving "a" (which is less than 10%) and LI...
Proceedings Papers
Enhanced Reservoir Description in Carbonate and Clastic Reservoirs
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the Asia Pacific Oil and Gas Conference and Exhibition, October 30–November 1, 2007
Paper Number: SPE-110277-MS
... response of reservoir formation tester measurements for formation pressure and reservoir fluid mobility. machine learning Artificial Intelligence orientation induction resistivity Reservoir Characterization neural network water saturation lithofacies well logging classification Image log...
Proceedings Papers
3D Generalised Inversion (AVO, AI) as Direct Input to the Reservoir Model. Deepwater Exploration Offshore North West Borneo, Malaysia – A Case Study.
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, October 8–10, 2002
Paper Number: SPE-77954-MS
.... It focuses specifically on the different ways a static reservoir model can be built from 3D seismically derived volumes (3D/3D, Hybrid and grid-based). class cube machine learning well log data classification workflow generalised inversion pass static reservoir model upstream oil & gas...
Proceedings Papers
Integrating Well Production Data and 3D Seismic AVO Classification
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, April 17–19, 2001
Paper Number: SPE-68644-MS
..., in that sufficient wells had been drilled to drain the known and intersected oil and gas reservoirs. This report presents how 3D AVO classification has the potential to refine the understanding of the geological depositional model, confirm existing reserves and possibly locate additional hydrocarbon pools...
Proceedings Papers
Synergy through Seismic Attributes in Reservoir Management-a Case Study
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, April 17–19, 2001
Paper Number: SPE-68648-MS
... heterogeneity machine learning synergy artificial intelligence classification producer reservoir facies mitra inversion injector seismic facies kharak singh spe 68648 gas cap heterogeneity reservoir porosity reservoir characterization upstream oil & gas reflection strength reservoir...
Proceedings Papers
An Integrated Approach to Petroleum Resources Definitions, Classification and Reporting
Available to PurchaseAbdul Jalil Zainul, Rosly Md Nor, Teh Yat Hong, Emmanuel O. Egbogah, A. Wahid Musbah, M. Kamal Hamdan, Foo Wah Yang
Publisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference and Exhibition, April 14–16, 1997
Paper Number: SPE-38044-MS
... Abstract This paper presents the integrated deterministic/probabilistic approach to petroleum resources definitions, classification, determination and reporting. The definitions being proposed herein are consistent with, but more complete than the recently published SPE/WPC revised definitions...
Proceedings Papers
Application of Reservoir Management and Reservoir Simulation to Monitor and Improve the Performance of the M4/7/N1 Reservoirs in the Samarang Field, Offshore Sabah, East Malaysia
Available to PurchasePublisher: Society of Petroleum Engineers (SPE)
Paper presented at the SPE Asia Pacific Oil and Gas Conference, March 20–22, 1995
Paper Number: SPE-29281-MS
... used to support the operator's development strategy for the pool. reservoir simulation spe 29281 reservoir management reservoir characterization samarang field society of petroleum engineers spe 29281 full field model classification reservoir mmstb upstream oil & gas gas migration...