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Journal Articles

Fluid Identification Using XGBoost Combined with MAHAKIL in Low-Permeability Reservoirs

Jingyao Lou, Xiaohong Xu, Zhongxiang Zhao, Yang Li, Youbin He
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217452-PA
https://doi.org/10.2118/217452-PA
Published: 21 September 2023
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View article titled, Fluid Identification Using XGBoost Combined with MAHAKIL in Low-Permeability Reservoirs
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Journal Articles

Physics-Guided V-Net: An Efficient Surrogate Model for Well Placement Optimization in Petroleum Reservoirs

Rui Xu
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217972-PA
https://doi.org/10.2118/217972-PA
Published: 21 September 2023
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View article titled, Physics-Guided V-Net: An Efficient Surrogate Model for Well Placement Optimization in Petroleum Reservoirs
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Journal Articles

Machine-Learned Surrogate Models for Efficient Oil Well Placement Under Operational Reservoir Constraints

Seyed Mahdi Mousavi, Pouya Bakhtiarimanesh, Frieder Enzmann, Michael Kersten, Saeid Sadeghnejad
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217467-PA
https://doi.org/10.2118/217467-PA
Published: 14 September 2023
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View article titled, Machine-Learned Surrogate Models for Efficient Oil Well Placement Under Operational Reservoir Constraints
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Journal Articles

Sour-Rated 10,000-psi System High-Temperature Gas Development Wells: Sustaining the Malaysian National Gas Supply Through a Journey of Optimization in North Malay Basin

Siaw Chuan Jong, Khairil Faiz Abdul Aziz, Jia Jun Goo, Ronnie Hiew, Kenny Strickland, Arief Hussin, Khazimad Yusof, Andy Macleod, Syukur Yusoff, Chay Yoeng Chung, Alex Liew
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-214653-PA
https://doi.org/10.2118/214653-PA
Published: 13 September 2023
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View article titled, Sour-Rated 10,000-psi System High-Temperature Gas Development Wells: Sustaining the Malaysian National Gas Supply Through a Journey of Optimization in North Malay Basin
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Journal Articles

Synthetic Graphic Well Log Generation Using an Enhanced Deep Learning Workflow: Imbalanced Multiclass Data, Sample Size, and Scalability Challenges

Mohammad Saleh Jamshidi Gohari, Mohammad Emami Niri, Saeid Sadeghnejad, Javad Ghiasi-Freez
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217466-PA
https://doi.org/10.2118/217466-PA
Published: 07 September 2023
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View article titled, Synthetic Graphic Well Log Generation Using an Enhanced Deep Learning Workflow: Imbalanced Multiclass Data, Sample Size, and Scalability Challenges
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Journal Articles

Application of an Improved Deep-Learning Framework for Large-Scale Subsurface Flow Problems with Varying Well Controls

Hu Huang, Bin Gong, Wenyue Sun, Feng Qin, Shenglai Tang, Hui Li
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217456-PA
https://doi.org/10.2118/217456-PA
Published: 05 September 2023
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View article titled, Application of an Improved Deep-Learning Framework for Large-Scale Subsurface Flow Problems with Varying Well Controls
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Journal Articles

High-Precision Single-Leak Detection and Localization in Single-Phase Liquid Pipelines Using the Negative Pressure Wave Technique: An Application in a Real-Field Case Study

E. Fathi, M. F. Adenan, N. Moryan, F. Belyadi, H. Belyadi
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217455-PA
https://doi.org/10.2118/217455-PA
Published: 30 August 2023
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View article titled, High-Precision Single-Leak Detection and Localization in Single-Phase Liquid Pipelines Using the Negative Pressure Wave Technique: An Application in a Real-Field Case Study
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Journal Articles

Augmenting Deep Residual Surrogates with Fourier Neural Operators for Rapid Two-Phase Flow and Transport Simulations

Faruk O. Alpak, Janaki Vamaraju, James W. Jennings, Suraj Pawar, Pandu Devarakota, Detlef Hohl
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217441-PA
https://doi.org/10.2118/217441-PA
Published: 18 August 2023
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View article titled, Augmenting Deep Residual Surrogates with Fourier Neural Operators for Rapid Two-Phase Flow and Transport Simulations
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Journal Articles

A Data Science Approach to Uncertainty Evaluation in Fault-Seal Analysis for Exploration Applications in Siliciclastic Reservoirs

Paul Wilson
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 28 (04): 1912–1924.
Paper Number: SPE-214330-PA
https://doi.org/10.2118/214330-PA
Published: 09 August 2023
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View article titled, A Data Science Approach to Uncertainty Evaluation in Fault-Seal Analysis for Exploration Applications in Siliciclastic Reservoirs
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Journal Articles

Imbalanced Working States Recognition of Sucker Rod Well Dynamometer Cards Based on Data Generation and Diversity Augmentation

Chengzhe Yin, Kai Zhang, Liming Zhang, Zhenpeng Wang, Piyang Liu, Huaqing Zhang, Yongfei Yang, Jun Yao
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 28 (04): 1925–1944.
Paper Number: SPE-214661-PA
https://doi.org/10.2118/214661-PA
Published: 09 August 2023
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View article titled, Imbalanced Working States Recognition of Sucker Rod Well Dynamometer Cards Based on Data Generation and Diversity Augmentation
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Journal Articles

Quantitative Evaluation of Imputation Methods Using Bounds Estimation of the Coefficient of Determination for Data-Driven Models with an Application to Drilling Logs

Jie Cao, Andrzej T. Tunkiel, Øystein Arild, Dan Sui
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 28 (04): 1895–1911.
Paper Number: SPE-214323-PA
https://doi.org/10.2118/214323-PA
Published: 09 August 2023
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View article titled, Quantitative Evaluation of Imputation Methods Using Bounds Estimation of the Coefficient of Determination for Data-Driven Models with an Application to Drilling Logs
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Journal Articles

Machine Learning Models for Predicting Asphaltene Stability Based on Saturates-Aromatics-Resins-Asphaltenes

Xiaodong Gao, Pingchuan Dong, Xiangjuan Meng, Dongjiang Tian, Xiaoming Wang
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 28 (04): 2065–2079.
Paper Number: SPE-214667-PA
https://doi.org/10.2118/214667-PA
Published: 09 August 2023
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View article titled, Machine Learning Models for Predicting Asphaltene Stability Based on Saturates-Aromatics-Resins-Asphaltenes
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Journal Articles

Reconstruction of Missing Well-Logs Using Facies-Informed Discrete Wavelet Transform and Time Series Regression

Quan Ren, Hongbing Zhang, Leonardo Azevedo, Xiang Yu, Dailu Zhang, Xiang Zhao, Xinyi Zhu, Xun Hu
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217425-PA
https://doi.org/10.2118/217425-PA
Published: 28 July 2023
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View article titled, Reconstruction of Missing Well-Logs Using Facies-Informed Discrete Wavelet Transform and Time Series Regression
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Journal Articles

Adaptive Basis Function Selection Enhanced Multisurrogate-Assisted Evolutionary Algorithm for Production Optimization

Jialin Wang, Kai Zhang, Liming Zhang, Jian Wang, Wenfeng Peng, Xia Yan, Haochen Wang, Huaqing Zhang, Yongfei Yang, Hai Sun, Piyang Liu, Haichuan Chen, Xiaokun Fang
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-217432-PA
https://doi.org/10.2118/217432-PA
Published: 25 July 2023
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View article titled, Adaptive Basis Function Selection Enhanced Multisurrogate-Assisted Evolutionary Algorithm for Production Optimization
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Includes: Supplementary Content
Journal Articles

Multiple-Point Geostatistical Simulation of Nonstationary Sedimentary Facies Models Based on Fuzzy Rough Sets and Spatial-Feature Method

Dailu Zhang, Hongbing Zhang, Quan Ren, Xiang Zhao
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-215843-PA
https://doi.org/10.2118/215843-PA
Published: 27 June 2023
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View article titled, Multiple-Point Geostatistical Simulation of Nonstationary Sedimentary Facies Models Based on Fuzzy Rough Sets and Spatial-Feature Method
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Journal Articles

A Practical Approach to Select Representative Deterministic Models Using Multiobjective Optimization from an Integrated Uncertainty Quantification Workflow

Guohua Gao, Hao Lu, Kefei Wang, Sean Jost, Shakir Shaikh, Jeroen Vink, Carl Blom, Terence Wells, Fredrik Saaf
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-212242-PA
https://doi.org/10.2118/212242-PA
Published: 15 June 2023
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View article titled, A Practical Approach to Select Representative Deterministic Models Using Multiobjective Optimization from an Integrated Uncertainty Quantification Workflow
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Journal Articles

Integrated Framework for Constrained Optimization of Horizontal/Deviated Well Placement and Control for Geological CO 2 Storage

Amy Zou, Louis J. Durlofsky
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. (2023)
Paper Number: SPE-212228-PA
https://doi.org/10.2118/212228-PA
Published: 14 June 2023
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View article titled, Integrated Framework for Constrained Optimization of Horizontal/Deviated Well Placement and Control for Geological CO 2 Storage
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Journal Articles

Establishing a Robust Model Using Stacked Generalization for Gas Identification of Coal-Bearing Strata in Block A, Northeastern Ordos Basin, China

Mei He, Jiao Xue, Huan Wan, Yu Zhong, Longgang Zhou, Hanming Gu
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 28 (03): 1414–1436.
Paper Number: SPE-212869-PA
https://doi.org/10.2118/212869-PA
Published: 14 June 2023
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View article titled, Establishing a Robust Model Using Stacked Generalization for Gas Identification of Coal-Bearing Strata in Block A, Northeastern Ordos Basin, China
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Journal Articles

Variable Selection and Oil-Gas-Bearing Evaluation Using Multicomponent Seismic Data and AMPSO-ML Approaches

Jiuqiang Yang, Niantian Lin, Kai Zhang, Dong Zhang, Deying Wang, Jinwei Zhang
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 28 (03): 1183–1201.
Paper Number: SPE-214298-PA
https://doi.org/10.2118/214298-PA
Published: 14 June 2023
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View article titled, Variable Selection and Oil-Gas-Bearing Evaluation Using Multicomponent Seismic Data and AMPSO-ML Approaches
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Journal Articles

Artificial Intelligence Applied to Nanotechnology in the Oil and Gas Industry: Study of Asphaltene Adsorption Using Nanoparticles

M. A. Cedeño, A. Enriquez-Fernandez, I. Moncayo-Riascos, F. B. Cortés, C. A. Franco
Journal: SPE Journal
Publisher: Society of Petroleum Engineers (SPE)
SPE J. 28 (03): 1470–1480.
Paper Number: SPE-212847-PA
https://doi.org/10.2118/212847-PA
Published: 14 June 2023
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View article titled, Artificial Intelligence Applied to Nanotechnology in the Oil and Gas Industry: Study of Asphaltene Adsorption Using Nanoparticles
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