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Journal Article

Uncertainty quantification in fault detection using convolutional neural networks

Runhai Feng, Dario Grana, Niels Balling
Journal: Geophysics
Published: 19 March 2021
Geophysics (2021) M41–M48.
DOI: https://doi.org/10.1190/geo2020-0424.1
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Physics-guided deep learning for seismic inversion with hybrid training and uncertainty analysis

Jian Sun, Kristopher A. Innanen, Chao Huang
Journal: Geophysics
Published: 19 March 2021
Geophysics (2021) R303–R317.
DOI: https://doi.org/10.1190/geo2020-0312.1
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Automatic velocity picking from semblances with a new deep-learning regression strategy: Comparison with a classification approach

Wenlong Wang, George A. McMechan, Jianwei Ma, Fei Xie
Journal: Geophysics
Published: 05 February 2021
Geophysics (2021) 86 (2): U1–U13.
DOI: https://doi.org/10.1190/geo2020-0423.1
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Deep learning a poroelastic rock-physics model for pressure and saturation discrimination

Wolfgang Weinzierl, Bernd Wiese
Journal: Geophysics
Published: 27 January 2021
Geophysics (2021) 86 (1): MR53–MR66.
DOI: https://doi.org/10.1190/geo2020-0049.1
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V P and V S prediction from digital rock images using a combination of U-Net and convolutional neural networks

Rongang Cui, Danping Cao, Qiang Liu, Zhaolin Zhu, Yan Jia
Journal: Geophysics
Published: 21 January 2021
Geophysics (2021) 86 (1): MR27–MR37.
DOI: https://doi.org/10.1190/geo2020-0162.1
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Seismic data interpolation based on U-net with texture loss

Wenqian Fang, Lihua Fu, Meng Zhang, Zhiming Li
Journal: Geophysics
Published: 20 January 2021
Geophysics (2021) 86 (1): V41–V54.
DOI: https://doi.org/10.1190/geo2019-0615.1
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Automatic seismic facies interpretation using supervised deep learning

Haoran Zhang, Tiansheng Chen, Yang Liu, Yuxi Zhang, Jiong Liu
Journal: Geophysics
Published: 11 January 2021
Geophysics (2021) 86 (1): IM15–IM33.
DOI: https://doi.org/10.1190/geo2019-0425.1
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Deep-learning seismic full-waveform inversion for realistic structural models

Bin Liu, Senlin Yang, Yuxiao Ren, Xinji Xu, Peng Jiang, Yangkang Chen
Journal: Geophysics
Published: 04 January 2021
Geophysics (2021) 86 (1): R31–R44.
DOI: https://doi.org/10.1190/geo2019-0435.1
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Building large-scale density model via a deep-learning-based data-driven method

Zhaoqi Gao, Chuang Li, Bing Zhang, Xiudi Jiang, Zhibin Pan, Jinghuai Gao, Zongben Xu
Journal: Geophysics
Published: 16 December 2020
Geophysics (2021) 86 (1): M1–M15.
DOI: https://doi.org/10.1190/geo2019-0332.1
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Interactively tracking seismic geobodies with a deep-learning flood-filling network

Yunzhi Shi, Xinming Wu, Sergey Fomel
Journal: Geophysics
Published: 14 December 2020
Geophysics (2021) 86 (1): A1–A5.
DOI: https://doi.org/10.1190/geo2020-0042.1
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An unsupervised deep-learning method for porosity estimation based on poststack seismic data

Runhai Feng, Thomas Mejer Hansen, Dario Grana, Niels Balling
Journal: Geophysics
Published: 10 November 2020
Geophysics (2020) 85 (6): M97–M105.
DOI: https://doi.org/10.1190/geo2020-0121.1
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The promise of implementing machine learning in earthquake engineering: A state-of-the-art review

Yazhou Xie, M.EERI, Majid Ebad Sichani, Jamie E Padgett, M.EERI, Reginald DesRoches, M.EERI
Published: 01 November 2020
Earthquake Spectra (2020) 36 (4): 1769–1801.
DOI: https://doi.org/10.1177/8755293020919419
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An improved method for lithology identification based on a hidden Markov model and random forests

Pu Wang, Xiaohong Chen, Benfeng Wang, Jingye Li, Hengchang Dai
Journal: Geophysics
Published: 22 October 2020
Geophysics (2020) 85 (6): IM27–IM36.
DOI: https://doi.org/10.1190/geo2020-0108.1
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ML-descent: An optimization algorithm for full-waveform inversion using machine learning

Bingbing Sun, Tariq Alkhalifah
Journal: Geophysics
Published: 21 October 2020
Geophysics (2020) 85 (6): R477–R492.
DOI: https://doi.org/10.1190/geo2019-0641.1
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Seismic image registration using multiscale convolutional neural networks

Arnab Dhara, Claudio Bagaini
Journal: Geophysics
Published: 13 October 2020
Geophysics (2020) 85 (6): V425–V441.
DOI: https://doi.org/10.1190/geo2019-0724.1
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Introduction to this special section: Machine learning and AI

Olga Brusova, Margarita Corzo, Michael J. Pyrcz
Journal: The Leading Edge
Published: 01 October 2020
The Leading Edge (2020) 39 (10): 700.
DOI: https://doi.org/10.1190/tle39100700.1
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Deep learning-based artificial bandwidth extension: Training on ultrasparse OBN to enhance towed-streamer FWI

Mehdi Aharchaou, Anatoly Baumstein
Journal: The Leading Edge
Published: 01 October 2020
The Leading Edge (2020) 39 (10): 718–726.
DOI: https://doi.org/10.1190/tle39100718.1
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Resistivity-depth Imaging with the Airborne Transient Electromagnetic Method Based on an Artificial Neural Network

Bing Feng, Ji-feng Zhang, Dong Li, Yang Bai
Published: 01 September 2020
Journal of Environmental and Engineering Geophysics (2020) 25 (3): 355–368.
DOI: https://doi.org/10.32389/JEEG19-087
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Traveltime-table compression using artificial neural networks for Kirchhoff-migration processing of microseismic data

Serafim I. Grubas, Georgy N. Loginov, Anton A. Duchkov
Journal: Geophysics
Published: 19 August 2020
Geophysics (2020) 85 (5): U121–U128.
DOI: https://doi.org/10.1190/geo2019-0427.1
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A robust first-arrival picking workflow using convolutional and recurrent neural networks

Pengyu Yuan, Shirui Wang, Wenyi Hu, Xuqing Wu, Jiefu Chen, Hien Van Nguyen
Journal: Geophysics
Published: 17 August 2020
Geophysics (2020) 85 (5): U109–U119.
DOI: https://doi.org/10.1190/geo2019-0437.1
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