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Journal Articles

An Image-Based Artificial Intelligence Approach for the Determination of Analog Petrophysical Rock Properties From Drill Cuttings

Allen Britton, Katrina Cox, S. Mark Ma
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (06): 866–874.
Paper Number: SPWLA-2024-v65n6a1
https://doi.org/10.30632/PJV65N6-2024a1
Published: 02 December 2024
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View article titled, An Image-Based Artificial Intelligence Approach for the Determination of Analog Petrophysical Rock Properties From Drill Cuttings
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Journal Articles

Enhanced AI-Driven Automatic Dip Picking in Horizontal Wells Through Deep Learning, Clustering, and Interpolation, in Real Time

Alexandre Perrier, Alexis He, Nadège Bize-Forest, Daniel Quesada
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (06): 875–886.
Paper Number: SPWLA-2024-v65n6a2
https://doi.org/10.30632/PJV65N6-2024a2
Published: 02 December 2024
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View article titled, Enhanced AI-Driven Automatic Dip Picking in Horizontal Wells Through Deep Learning, Clustering, and Interpolation, in Real Time
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Journal Articles

Synthetic Borehole Images From Outcrop Photographs to Improve Subsurface Geological Interpretations

Sofia Alves Fornero, Candida Menezes de Jesus, Pamella Paiva Fernandes, Willian Andrighetto Trevizan
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (06): 887–894.
Paper Number: SPWLA-2024-v65n6a3
https://doi.org/10.30632/PJV65N6-2024a3
Published: 02 December 2024
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View article titled, Synthetic Borehole Images From Outcrop Photographs to Improve Subsurface Geological Interpretations
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Journal Articles

Reservoir Fluid Properties From Cuttings: An Innovative Synergy of Gel Permeation Chromatography and Data Analytics

Alexandra Cely, Tao Yang, Gulnar Yerkinkyzy, Eric Michael, Julian Moore
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (06): 957–969.
Paper Number: SPWLA-2024-v65n6a9
https://doi.org/10.30632/PJV65N6-2024a9
Published: 02 December 2024
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View article titled, Reservoir Fluid Properties From Cuttings: An Innovative Synergy of Gel Permeation Chromatography and Data Analytics
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Journal Articles

Core-Log Depth Adaptive Matching Using RDDTW

Yu Fang, Jun Zhou, Lizhi Xiao, Guangzhi Liao
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (05): 835–851.
Paper Number: SPWLA-2024-v65n5a10
https://doi.org/10.30632/PJV65N5-2024a10
Published: 01 October 2024
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View article titled, Core-Log Depth Adaptive Matching Using RDDTW
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Journal Articles

Best Practices in Automatic Permeability Estimation: Machine-Learning Methods vs. Conventional Petrophysical Models

Oriyomi Raheem, Wen Pan, Misael M. Morales, Carlos Torres-Verdín
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (05): 789–812.
Paper Number: SPWLA-2024-v65n5a8
https://doi.org/10.30632/PJV65N5-2024a8
Published: 01 October 2024
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View article titled, Best Practices in Automatic Permeability Estimation: Machine-Learning Methods vs. Conventional Petrophysical Models
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Journal Articles

Reservoir Fluid Data Acquisition Using Advanced Mud-Logging Gas in Shale Reservoirs

Tao Yang, Ibnu Hafidz Arief, Martin Niemann, Marianne Houbiers
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (04): 455–469.
Paper Number: SPWLA-2024-v65n4a2
https://doi.org/10.30632/PJV65N4-2024a2
Published: 01 August 2024
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View article titled, Reservoir Fluid Data Acquisition Using Advanced Mud-Logging Gas in Shale Reservoirs
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Journal Articles

Real-Time Fluid Identification From Integrating Advanced Mud Gas and Petrophysical Logs

Margarete Kopal, Gulnar Yerkinkyzy, Marianne Therese Nygård, Alexandra Cely, Frode Ungar, Sandrine Donnadieu, Tao Yang
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (04): 470–483.
Paper Number: SPWLA-2024-v65n4a3
https://doi.org/10.30632/PJV65N4-2024a3
Published: 01 August 2024
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View article titled, Real-Time Fluid Identification From Integrating Advanced Mud Gas and Petrophysical Logs
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Journal Articles

LiOBIA: Object-Based Cuttings Image Analysis for Automated Lithology Evaluation

Tetsushi Yamada, Simone Di Santo, Karim Bondabou, Ajeet Prashant, Andrea Di Daniel, Laura Su, Matthias Francois, Khalid Ouaaba, Daniel Lockyer, Romain Prioul
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (04): 624–648.
Paper Number: SPWLA-2024-v65n4a14
https://doi.org/10.30632/PJV65N4-2024a14
Published: 01 August 2024
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View article titled, LiOBIA: Object-Based Cuttings Image Analysis for Automated Lithology Evaluation
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Journal Articles

A Machine-Learning Approach to Predict Gas-Oil Ratio Based on Advanced Mud Gas Data

Ibnu Hafidz Arief, Tao Yang
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (04): 433–454.
Paper Number: SPWLA-2024-v65n4a1
https://doi.org/10.30632/PJV65N4-2024a1
Published: 01 August 2024
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View article titled, A Machine-Learning Approach to Predict Gas-Oil Ratio Based on Advanced Mud Gas Data
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Journal Articles

Reservoir Fluid Typing From Standard Mud Gas – A Machine-Learning Approach

Alexandra Cely, Artur Siedlecki, Cuthbert Shang Wui Ng, Artur Liashenko, Sandrine Donnadieu, Tao Yang
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (04): 496–506.
Paper Number: SPWLA-2024-v65n4a5
https://doi.org/10.30632/PJV65N4-2024a5
Published: 01 August 2024
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View article titled, Reservoir Fluid Typing From Standard Mud Gas – A Machine-Learning Approach
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Journal Articles

Automatic Geological Facies Analysis in Crust-Mantle Transition Zone

Chiaki Morelli, Shiduo Yang, Yuki Maehara, Huimin Cai, Kyaw Moe, Yasuhiro Yamada, Juerg Matter
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (03): 342–363.
Paper Number: SPWLA-2024-v65n3a4
https://doi.org/10.30632/PJV65N3-2024a4
Published: 04 June 2024
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View article titled, Automatic Geological Facies Analysis in Crust-Mantle Transition Zone
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Journal Articles

A New Workflow for Estimating Reservoir Properties With Gradient Boosting Model and Joint Inversion Using MWD Measurements

Hyungjoo Lee, Alexander Mitkus, Andrew Pare, Kenneth McCarthy, Marc Willerth, Paul Reynerson, Tannor Ziehm, Timothy Gee
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (02): 215–232.
Paper Number: SPWLA-2024-v65n2a05
https://doi.org/10.30632/PJV65N2-2024a5
Published: 15 April 2024
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View article titled, A New Workflow for Estimating Reservoir Properties With Gradient Boosting Model and Joint Inversion Using MWD Measurements
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Journal Articles

Well-Log-Based Reservoir Property Estimation With Machine Learning: A Contest Summary

Lei Fu, Yanxiang Yu, Chicheng Xu, Michael Ashby, Andrew McDonald, Wen Pan, Tianqi Deng, István Szabó, Pál P. Hanzelik, Csilla Kalmár, Saleh Alatwah, Jaehyuk Lee
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (01): 108–127.
Paper Number: SPWLA-2024-v65n1a6
https://doi.org/10.30632/PJV65N1-2024a6
Published: 02 February 2024
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View article titled, Well-Log-Based Reservoir Property Estimation With Machine Learning: A Contest Summary
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Journal Articles

Study on Rock Mechanics Parameter Prediction Method Based on DTW Similarity and Machine-Learning Algorithms

Wenjun Cai, Jianqi Ding, Zhong Li, Zhiming Yin, Yongcun Feng
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 65 (01): 128–144.
Paper Number: SPWLA-2024-v65n1a7
https://doi.org/10.30632/PJV65N1-2024a7
Published: 02 February 2024
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View article titled, Study on Rock Mechanics Parameter Prediction Method Based on DTW Similarity and Machine-Learning Algorithms
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Journal Articles

Application of GAN to Resolution Enhancement of LWD Real-Time Image Logs to Support Decision Making

Willian Andrighetto Trevizan, Candida Menezes de Jesus
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 64 (06): 890–899.
Paper Number: SPWLA-2023-v64n6a6
https://doi.org/10.30632/PJV64N6-2023a6
Published: 08 December 2023
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View article titled, Application of GAN to Resolution Enhancement of LWD Real-Time Image Logs to Support Decision Making
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Journal Articles

Spatial Data Analytics-Assisted Subsurface Modeling: A Duvernay Case Study

Jose J. Salazar, Jesus Ochoa, Léan Garland, Larry W. Lake, Michael J. Pyrcz
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 64 (02): 287–302.
Paper Number: SPWLA-2023-v64n2a9
https://doi.org/10.30632/PJV64N2-2023a9
Published: 04 April 2023
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View article titled, Spatial Data Analytics-Assisted Subsurface Modeling: A Duvernay Case Study
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Journal Articles

Removal of Artifacts in Borehole Images Using Machine Learning

Baris Guner, Ahmed E. Fouda, Peter Barrett
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 64 (02): 239–251.
Paper Number: SPWLA-2023-v64n2a6
https://doi.org/10.30632/PJV64N2-2023a6
Published: 04 April 2023
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View article titled, Removal of Artifacts in Borehole Images Using Machine Learning
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Journal Articles

Unsupervised Electrofacies Clustering Based on Parameterization of Petrophysical Properties: A Dynamic Programming Approach

Karthigan Sinnathamby, Chang-Yu Hou, Vasileios-Marios Gkortsas, Lalitha Venkataramanan, Harish B. Datir, Terje Kollien, François Fleuret
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 64 (02): 137–153.
Paper Number: SPWLA-2023-v64n2a1
https://doi.org/10.30632/PJV64N2-2023a1
Published: 04 April 2023
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View article titled, Unsupervised Electrofacies Clustering Based on Parameterization of Petrophysical Properties: A Dynamic Programming Approach
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Journal Articles

Sonic Well-Log Imputation Through Machine-Learning-Based Uncertainty Models

Eduardo Maldonado-Cruz, John T. Foster, Michael J. Pyrcz
Journal: Petrophysics - The SPWLA Journal of Formation Evaluation and Reservoir Description
Publisher: Society of Petrophysicists and Well-Log Analysts
Petrophysics 64 (02): 253–270.
Paper Number: SPWLA-2023-v64n2a7
https://doi.org/10.30632/PJV64N2-2023a7
Published: 04 April 2023
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View article titled, Sonic Well-Log Imputation Through Machine-Learning-Based Uncertainty Models
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