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Journal Articles

Real-Time Rock-Properties Estimation for Geosteering: Statistical Rock-Physics-Driven Inversion of Seismic Acoustic Impedance and LWD Ultradeep Azimuthal Resistivity

Fabio Ciabarri, Cristiano Tarchiani, Gioele Alberelli, Filippo Chinellato, Maurizio Mele, Junio Alfonso Marini, Michael Nickel, Hilde Borgos, Geir Vaaland Dahl
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (04): 1224–1241.
Paper Number: SPE-214407-PA
https://doi.org/10.2118/214407-PA
Published: 08 November 2023
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View article titled, Real-Time Rock-Properties Estimation for Geosteering: Statistical Rock-Physics-Driven Inversion of Seismic Acoustic Impedance and LWD Ultradeep Azimuthal Resistivity
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Journal Articles

A Novel 2.5D Deep Network Inversion of Gravity Anomalies to Estimate Basement Topography

Zahra Ashena, Hojjat Kabirzadeh, Jeong Woo Kim, Xin Wang, Mohammed Ali
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (04): 1484–1497.
Paper Number: SPE-211800-PA
https://doi.org/10.2118/211800-PA
Published: 08 November 2023
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View article titled, A Novel 2.5D Deep Network Inversion of Gravity Anomalies to Estimate Basement Topography
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Journal Articles

Optimization of an Integrated Reservoir-Production System Using Polynomial Chaos Expansion and Sobol Sensitivity Analysis

Javad Rezaeian, Saman Jahanbakhshi, Kaveh Shaygan, Saeid Jamshidi
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (03): 938–956.
Paper Number: SPE-214329-PA
https://doi.org/10.2118/214329-PA
Published: 09 August 2023
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View article titled, Optimization of an Integrated Reservoir-Production System Using Polynomial Chaos Expansion and Sobol Sensitivity Analysis
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Journal Articles

Application of Machine Learning to Interpret Steady-State Drainage Relative Permeability Experiments

Eric Sonny Mathew, Moussa Tembely, Waleed AlAmeri, Emad W. Al-Shalabi, Abdul Ravoof Shaik
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (03): 759–779.
Paper Number: SPE-207877-PA
https://doi.org/10.2118/207877-PA
Published: 09 August 2023
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View article titled, Application of Machine Learning to Interpret Steady-State Drainage Relative Permeability Experiments
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Includes: Supplementary Content
Journal Articles

Data-Driven Reduced-Order Models for Volve Field Using Reservoir Simulation and Physics-Informed Machine Learning Techniques

M. V. Behl, M. Tyagi
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (03): 780–794.
Paper Number: SPE-214288-PA
https://doi.org/10.2118/214288-PA
Published: 09 August 2023
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View article titled, Data-Driven Reduced-Order Models for Volve Field Using Reservoir Simulation and Physics-Informed Machine Learning Techniques
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Journal Articles

Robust and Efficient Identification of Hydraulic Flow Units using Differential Evolution Optimization and Two-Stage Clustering Techniques

Menhal A. Al-Ismael, Abeeb A. Awotunde
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (02): 214–227.
Paper Number: SPE-212833-PA
https://doi.org/10.2118/212833-PA
Published: 10 May 2023
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View article titled, Robust and Efficient Identification of Hydraulic Flow Units using Differential Evolution Optimization and Two-Stage Clustering Techniques
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Journal Articles

Experimental Study on the Impact of Clay Distribution and Mineralogy on NMR T 2 and Internal Gradient: Insights From Well-Controlled Physical Samples

Mahmoud Elsayed, Ammar El-Husseiny, Syed Rizwanullah Hussaini, Hani Al Mukainah, Mohamed Mahmoud
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (02): 198–213.
Paper Number: SPE-212300-PA
https://doi.org/10.2118/212300-PA
Published: 10 May 2023
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View article titled, Experimental Study on the Impact of Clay Distribution and Mineralogy on NMR T 2 and Internal Gradient: Insights From Well-Controlled Physical Samples
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Journal Articles

Selection of a Dimensionality Reduction Method: An Application to Deal with High-Dimensional Geostatistical Realizations in Oil Reservoirs

Luciana Maria Da Silva, Leandro Mendes Ferreira, Guilherme Daniel Avansi, Denis José Schiozer, Solange Nice Alves-Souza
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (02): 392–410.
Paper Number: SPE-212299-PA
https://doi.org/10.2118/212299-PA
Published: 10 May 2023
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View article titled, Selection of a Dimensionality Reduction Method: An Application to Deal with High-Dimensional Geostatistical Realizations in Oil Reservoirs
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Journal Articles

Application of Data Mining to Small Data Sets: Identification of Key Production Drivers in Heterogeneous Unconventional Resources

Yanrui Ning, Harrison Schumann, Ge Jin
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (02): 411–421.
Paper Number: SPE-212301-PA
https://doi.org/10.2118/212301-PA
Published: 10 May 2023
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View article titled, Application of Data Mining to Small Data Sets: Identification of Key Production Drivers in Heterogeneous Unconventional Resources
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Journal Articles

Managing Risk in Well Placement Optimization within an Expected Utility Framework

Di Yang, Clayton V. Deutsch
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (02): 448–459.
Paper Number: SPE-212305-PA
https://doi.org/10.2118/212305-PA
Published: 10 May 2023
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View article titled, Managing Risk in Well Placement Optimization within an Expected Utility Framework
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Journal Articles

Electrical, Diffusional, Hydraulic, and Geometrical Tortuosity Anisotropy Quantification Using 3D Computed Tomography Scan Image Data

Andres Gonzalez, Zoya Heidari, Olivier Lopez
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 26 (01): 23–39.
Paper Number: SPE-206109-PA
https://doi.org/10.2118/206109-PA
Published: 08 February 2023
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View article titled, Electrical, Diffusional, Hydraulic, and Geometrical Tortuosity Anisotropy Quantification Using 3D Computed Tomography Scan Image Data
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Journal Articles

Simulating Oil and Water Production in Reservoirs with Generative Deep Learning

Abdullah Alakeely, Roland Horne
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (04): 751–773.
Paper Number: SPE-206126-PA
https://doi.org/10.2118/206126-PA
Published: 16 November 2022
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View article titled, Simulating Oil and Water Production in Reservoirs with Generative Deep Learning
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Journal Articles

Ensemble Machine Learning for Predicting Viscosity of Nanoparticle-Surfactant-Stabilized CO 2 Foam

Toluwalase Olukoga, Micheal Totaro, Yin Feng
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (04): 794–814.
Paper Number: SPE-210577-PA
https://doi.org/10.2118/210577-PA
Published: 16 November 2022
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View article titled, Ensemble Machine Learning for Predicting Viscosity of Nanoparticle-Surfactant-Stabilized CO 2 Foam
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Includes: Supplementary Content
Journal Articles

A Bayesian Framework for Addressing the Uncertainty in Production Forecasts of Tight-Oil Reservoirs Using a Physics-Based Two-Phase Flow Model

L. M. Ruiz Maraggi, L. W. Lake, M. P. Walsh
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (03): 486–508.
Paper Number: SPE-209203-PA
https://doi.org/10.2118/209203-PA
Published: 11 August 2022
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View article titled, A Bayesian Framework for Addressing the Uncertainty in Production Forecasts of Tight-Oil Reservoirs Using a Physics-Based Two-Phase Flow Model
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Journal Articles

Optimization of Water-Alternating-CO 2 Injection Field Operations Using a Machine-Learning-Assisted Workflow

Junyu You, William Ampomah, Jiawei Tu, Anthony Morgan, Qian Sun, Bing Wei, Dianlin Wang
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (02): 214–231.
Paper Number: SPE-203913-PA
https://doi.org/10.2118/203913-PA
Published: 11 May 2022
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View article titled, Optimization of Water-Alternating-CO 2 Injection Field Operations Using a Machine-Learning-Assisted Workflow
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Journal Articles

Integration of 3D Volumetric Computed Tomography Scan Image Data with Conventional Well Logs for Detection of Petrophysical Rock Classes

Andres Gonzalez, Zoya Heidari, Olivier Lopez
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (02): 146–162.
Paper Number: SPE-208605-PA
https://doi.org/10.2118/208605-PA
Published: 11 May 2022
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View article titled, Integration of 3D Volumetric Computed Tomography Scan Image Data with Conventional Well Logs for Detection of Petrophysical Rock Classes
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Journal Articles

Investigation of Strain Fields Generated by Hydraulic Fracturing with Analytical and Numerical Modeling of Fiber Optic Response

Kildare George Ramos Gurjao, Eduardo Gildin, Richard Gibson, Mark Everett
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (02): 367–379.
Paper Number: SPE-206049-PA
https://doi.org/10.2118/206049-PA
Published: 11 May 2022
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View article titled, Investigation of Strain Fields Generated by Hydraulic Fracturing with Analytical and Numerical Modeling of Fiber Optic Response
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Journal Articles

Production Forecasting with the Interwell Interference by Integrating Graph Convolutional and Long Short-Term Memory Neural Network

Enda Du, Yuetian Liu, Ziyan Cheng, Liang Xue, Jing Ma, Xuan He
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (02): 197–213.
Paper Number: SPE-208596-PA
https://doi.org/10.2118/208596-PA
Published: 11 May 2022
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View article titled, Production Forecasting with the Interwell Interference by Integrating Graph Convolutional and Long Short-Term Memory Neural Network
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Journal Articles

Joint Optimization of Well Completions and Controls for CO 2 Enhanced Oil Recovery and Storage

Bailian Chen, Rajesh Pawar
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (01): 113–124.
Paper Number: SPE-200316-PA
https://doi.org/10.2118/200316-PA
Published: 16 February 2022
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View article titled, Joint Optimization of Well Completions and Controls for CO 2 Enhanced Oil Recovery and Storage
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Journal Articles

Machine Learning for Capillary Pressure Estimation

A. A. Kasha, A. Sakhaee-Pour, I. A. Hussein
Journal: SPE Reservoir Evaluation & Engineering
Publisher: Society of Petroleum Engineers (SPE)
SPE Res Eval & Eng 25 (01): 1–20.
Paper Number: SPE-208579-PA
https://doi.org/10.2118/208579-PA
Published: 16 February 2022
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View article titled, Machine Learning for Capillary Pressure Estimation
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