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Volume 7, Number 3
August 2019
Issue Cover
ISSN: 2324-8858
EISSN: 2324-8866

From the Editor

Open access and open science progression
Ted Bakamjian
View articletitled, Open access and open science progression
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Tools, techniques, and tutorials

Full-volume 3D seismic interpretation methods: A new step towards high-resolution seismic stratigraphy
Victorien Paumard; Julien Bourget; Benjamin Durot; Sébastien Lacaze; Tobi Payenberg; Annette D. George; Simon Lang
View articletitled, Full-volume 3D seismic interpretation methods: A new step towards high-resolution seismic stratigraphy
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Special section: Machine learning in seismic data analysis

Hongliu Zeng
Introduction to special section: Machine learning in seismic data analysis
Haibin Di; Tao Zhao; Vikram Jayaram; Xinming Wu; Lei Huang; Ghassan AlRegib; Jun Cao; Mauricio Araya-Polo; Satinder Chopra; Saleh Al-Dossary; Fangyu Li; Erwan Gloaguen; Youzuo Lin; Anne Solberg; Hongliu Zeng
View articletitled, Introduction to special section: Machine learning in seismic data analysis
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Using machine learning as an aid to seismic geomorphology, which attributes are the best input?
Lennon Infante-Paez; Kurt J. Marfurt
View articletitled, Using machine learning as an aid to seismic geomorphology, which attributes are the best input?
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Independent component analysis for reservoir geomorphology and unsupervised seismic facies classification in the Taranaki Basin, New Zealand
David Lubo-Robles; Kurt J. Marfurt
View articletitled, Independent component analysis for reservoir geomorphology and unsupervised seismic facies classification in the Taranaki Basin, New Zealand
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Automatic channel detection using deep learning
Nam Pham; Sergey Fomel; Dallas Dunlap
View articletitled, Automatic channel detection using deep learning
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Seismic impedance inversion using dictionary learning-based sparse representation and nonlocal similarity
Bin She; Yaojun Wang; Zhining Liu; Hanpeng Cai; Wei Liu; Guangmin Hu
View articletitled, Seismic impedance inversion using dictionary learning-based sparse representation and nonlocal similarity
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Seismic structure interpretation based on machine learning: A case study in coal mining
Dong Li; Suping Peng; Yongxu Lu; Yinling Guo; Xiaoqin Cui
View articletitled, Seismic structure interpretation based on machine learning: A case study in coal mining
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Seismic graph analysis to aid seismic interpretation
Rodrigo S. Ferreira; Emilio Vital Brazil; Reinaldo Silva; Renato Cerqueira
View articletitled, Seismic graph analysis to aid seismic interpretation
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Unsupervised seismic facies using Gaussian mixture models
Bradley C. Wallet; Robert Hardisty
View articletitled, Unsupervised seismic facies using Gaussian mixture models
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SaltSeg: Automatic 3D salt segmentation using a deep convolutional neural network
Yunzhi Shi; Xinming Wu; Sergey Fomel
View articletitled, SaltSeg: Automatic 3D salt segmentation using a deep convolutional neural network
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Machine learning to reduce cycle time for time-lapse seismic data assimilation into reservoir management
Yang Xue; Mariela Araujo; Jorge Lopez; Kanglin Wang; Gautam Kumar
View articletitled, Machine learning to reduce cycle time for time-lapse seismic data assimilation into reservoir management
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Applying machine learning to 3D seismic image denoising and enhancement
Enning Wang; Jeff Nealon
View articletitled, Applying machine learning to 3D seismic image denoising and enhancement
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Deep learning applied to seismic attribute computation
Donald P. Griffith; S. Ahmad Zamanian; Jeremy Vila; Antoine Vial-Aussavy; John Solum; R. David Potter; Francesco Menapace
View articletitled, Deep learning applied to seismic attribute computation
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Machine-learning algorithm for estimating oil-recovery factor using a combination of engineering and stratigraphic dependent parameters
Kachalla Aliyuda; John Howell
View articletitled, Machine-learning algorithm for estimating oil-recovery factor using a combination of engineering and stratigraphic dependent parameters
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Prestack and poststack inversion using a physics-guided convolutional neural network
Reetam Biswas; Mrinal K. Sen; Vishal Das; Tapan Mukerji
View articletitled, Prestack and poststack inversion using a physics-guided convolutional neural network
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A machine-learning benchmark for facies classification
Yazeed Alaudah; Patrycja Michałowicz; Motaz Alfarraj; Ghassan AlRegib
View articletitled, A machine-learning benchmark for facies classification
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Unsupervised physics-based neural networks for seismic migration
Janaki Vamaraju; Mrinal K. Sen
View articletitled, Unsupervised physics-based neural networks for seismic migration
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Multiresolution neural networks for tracking seismic horizons from few training images
Bas Peters; Justin Granek; Eldad Haber
View articletitled, Multiresolution neural networks for tracking seismic horizons from few training images
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A Boltzmann machine for high-resolution prestack seismic inversion
Son Dang Thai Phan; Mrinal K. Sen
View articletitled, A Boltzmann machine for high-resolution prestack seismic inversion
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A seismic facies classification method based on the convolutional neural network and the probabilistic framework for seismic attributes and spatial classification
Zhege Liu; Junxing Cao; Yujia Lu; Shuna Chen; Jianli Liu
View articletitled, A seismic facies classification method based on the convolutional neural network and the probabilistic framework for seismic attributes and spatial classification
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Semisupervised sequence modeling for elastic impedance inversion
Motaz Alfarraj; Ghassan AlRegib
View articletitled, Semisupervised sequence modeling for elastic impedance inversion
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Improving seismic fault detection by super-attribute-based classification
Haibin Di; Mohammod Amir Shafiq; Zhen Wang; Ghassan AlRegib
View articletitled, Improving seismic fault detection by super-attribute-based classification
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Attenuation of random noise using denoising convolutional neural networks
Xu Si; Yijun Yuan; Tinghua Si; Shiwen Gao
View articletitled, Attenuation of random noise using denoising convolutional neural networks
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Attribute selection in seismic facies classification: Application to a Gulf of Mexico 3D seismic survey and the Barnett Shale
Yuji Kim; Robert Hardisty; Kurt J. Marfurt
View articletitled, Attribute selection in seismic facies classification: Application to a Gulf of Mexico 3D seismic survey and the Barnett Shale
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Special section: Insights into digital oil field data using artificial intelligence and big data analytics

Kurt Marfurt
Introduction to special section: Insights to digital oilfield data using artificial intelligence and big data analytics
Vikram Jayaram; Atish Roy; Bill Barna; Deepak Devegowda; Jacqueline Floyd; Pradeepkumar Ashok; Aria Abubakar; Anisha Kaul; Emmanuel Schnetzler
View articletitled, Introduction to special section: Insights to digital oilfield data using artificial intelligence and big data analytics
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Assessment of machine-learning techniques in predicting lithofluid facies logs in hydrocarbon wells
Saba Keynejad; Marc L. Sbar; Roy A. Johnson
View articletitled, Assessment of machine-learning techniques in predicting lithofluid facies logs in hydrocarbon wells
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Seismic image processing through the generative adversarial network
Francesco Picetti; Vincenzo Lipari; Paolo Bestagini; Stefano Tubaro
View articletitled, Seismic image processing through the generative adversarial network
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Convolutional neural networks as aid in core lithofacies classification
Rafael Pires de Lima; Fnu Suriamin; Kurt J. Marfurt; Matthew J. Pranter
View articletitled, Convolutional neural networks as aid in core lithofacies classification
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Machine learning regressors and their metrics to predict synthetic sonic and mechanical properties
Ishank Gupta; Deepak Devegowda; Vikram Jayaram; Chandra Rai; Carl Sondergeld
View articletitled, Machine learning regressors and their metrics to predict synthetic sonic and mechanical properties
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Special section: Working with 2D seismic data

Don Herron
Introduction to special section: Working with 2D seismic data
Donald A. Herron; Timothy E. Smith; Rachel T. Newrick; Brian W. Horn; Cian O’Reilly
View articletitled, Introduction to special section: Working with 2D seismic data
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Practical aspects of working with 2D migrated seismic data
Donald A. Herron; Timothy E. Smith
View articletitled, Practical aspects of working with 2D migrated seismic data
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Seismic attribute enhancement of weak and discontinuous gas hydrate bottom-simulating reflectors in the Pegasus Basin, New Zealand
Heather Bedle
View articletitled, Seismic attribute enhancement of weak and discontinuous gas hydrate bottom-simulating reflectors in the Pegasus Basin, New Zealand
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Pitfalls and implementation of data conditioning, attribute analysis, and self-organizing maps to 2D data: Application to the Exmouth Plateau, North Carnarvon Basin, Australia
Thang N. Ha; Kurt J. Marfurt; Bradley C. Wallet; Bryce Hutchinson
View articletitled, Pitfalls and implementation of data conditioning, attribute analysis, and self-organizing maps to 2D data: Application to the Exmouth Plateau, North Carnarvon Basin, Australia
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Technical paper

Lithogeomorphological facies analysis of Upper Miocene coal-prone fluviodeltaic reservoirs, Northern Malay Basin
Ismailalwali A. M. Babikir; Ahmed M. A. Salim; Deva P. Ghosh
View articletitled, Lithogeomorphological facies analysis of Upper Miocene coal-prone fluviodeltaic reservoirs, Northern Malay Basin
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Seismic amplitude variation with offset inversion in a vertical transverse isotropy medium
Mark Sams; Annushia Annamalai; Jeremy Gallop
View articletitled, Seismic amplitude variation with offset inversion in a vertical transverse isotropy medium
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Workflows for near-field exploration
Josiah Hulsey; Alberto Bernaez; Beth Strickland; Andrew Cook
View articletitled, Workflows for near-field exploration
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Evaluating hydrocarbon-in-place and recovery factor in a hybrid petroleum system: Case of Bakken and three forks in North Dakota
S. Amin Gherabati; H. Scott Hamlin; Katie M. Smye; Raymond L. Eastwood; Frank R. Male; Guinevere McDaid
View articletitled, Evaluating hydrocarbon-in-place and recovery factor in a hybrid petroleum system: Case of Bakken and three forks in North Dakota
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Characteristics and origin of the pore structure of the lacustrine tight oil reservoir in the northwestern Jiuquan Basin, China
Chunyan Fan; Xianglu Tang; Yuanyin Zhang; Yan Song; Zhenxue Jiang; Qun Luo; Baiying Li
View articletitled, Characteristics and origin of the pore structure of the lacustrine tight oil reservoir in the northwestern Jiuquan Basin, China
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Effect of anisotropy, angle, and critical tensile stress and confining pressures on evaluation of shale brittleness index — Part 1: Methodology and laboratory study
Qing Wang; Bo Zhang; Shiguang Guo; Jianguang Han
View articletitled, Effect of anisotropy, angle, and critical tensile stress and confining pressures on evaluation of shale brittleness index — Part 1: Methodology and laboratory study
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Stress perturbations around the deep salt structure of Kuqa depression in the Tarim Basin
Mingwen Wang; Yunqiang Sun; Gang Luo; Rui Zhang
View articletitled, Stress perturbations around the deep salt structure of Kuqa depression in the Tarim Basin
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Geologic and geochemical characteristics of the Cambrian marine shale in the Tarim Basin of China and their implication for the prediction of shale-gas resources
Jinqi Qiao; Luofu Liu; Baojian Shen; Xiaoqing Shang
View articletitled, Geologic and geochemical characteristics of the Cambrian marine shale in the Tarim Basin of China and their implication for the prediction of shale-gas resources
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Investigation of pore structure characteristics of marine organic-rich shales using low-pressure N2 adsorption experiments and fractal theory
Difei Zhao; Shuai Yin; Yinghai Guo; Chengyao Ren; Ruyue Wang; Wenlong Dinge; Jingshou Liue
View articletitled, Investigation of pore structure characteristics of marine organic-rich shales using low-pressure <span class="inline-formula no-formula-id"><span class="mathFormula"></span><math xmlns="http://www.w3.org/1998/Math/MathML"><mrow xmlns=""><msub><mrow><mi mathvariant="normal">N</mi></mrow><mrow><mn>2</mn></mrow></msub></mrow></math></span> adsorption experiments and fractal theory
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Impacts of diagenesis of tight sandstone gas reservoir on reservoir physical properties: A case study, Sulige gas field, Ordos Basin, China
Shuwei Ma; Dazhong Ren; Lifa Zhou; Fengjuan Dong; Shi Shi; Mumuni Amadu; Jun Sheng
View articletitled, Impacts of diagenesis of tight sandstone gas reservoir on reservoir physical properties: A case study, Sulige gas field, Ordos Basin, China
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Sparse spectral attributes to detect hydrocarbons: A case study from deep dolomite reservoirs
Jianhu Gao; Bingyang Liu; Shengjun Li; Hongqiu Wang
View articletitled, Sparse spectral attributes to detect hydrocarbons: A case study from deep dolomite reservoirs
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An enhanced fault-detection method based on adaptive spectral decomposition and super-resolution deep learning
Zhenyu Yuan; Handong Huang; Yuxin Jiang; Jinbiao Tang; Jingjing Li
View articletitled, An enhanced fault-detection method based on adaptive spectral decomposition and super-resolution deep learning
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  • Online ISSN 2324-8866
  • ISSN 2324-8858
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