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Proceedings Papers

Machine-learning based prediction of phase velocities and phase angles from group velocities and group angles in an anisotropic elastic medium — A feasibility study

Subhashis Mallick, Prayas Rath, Mingliang Liu, Scott A. Darhower, Chau Duc Minh Ha, Anthony Manuel Moraes, Rodrigo Correa Rangel, Mohit Ayani
Paper presented at the SEG International Exposition and Annual Meeting, September 15–20, 2019
Paper Number: SEG-2019-3214496
DOI: https://doi.org/10.1190/segam2019-3214496.1
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Seismic history matching in the low-dimensional model and data space using deep convolutional auto-encoder

Mingliang Liu, Dario Grana
Paper presented at the SEG International Exposition and Annual Meeting, September 15–20, 2019
Paper Number: SEG-2019-3216322
DOI: https://doi.org/10.1190/segam2019-3216322.1
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Deep learning network optimization and hyper-parameter tuning

Michael Jervis, Mingliang Liu, Weichang Li, Robert Smith
Paper presented at the SEG International Exposition and Annual Meeting, September 15–20, 2019
Paper Number: SEG-2019-3209216
DOI: https://doi.org/10.1190/segam2019-3209216.1
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3D seismic facies classification using convolutional neural network and semi-supervised generative adversarial network

Mingliang Liu, Weichang Li, Michael Jervis, Philippe Nivlet
Paper presented at the SEG International Exposition and Annual Meeting, September 15–20, 2019
Paper Number: SEG-2019-3216797
DOI: https://doi.org/10.1190/segam2019-3216797.1
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Ensemble-based seismic history matching with data reparameterization using convolutional autoencoder

Mingliang Liu, Dario Grana
Paper presented at the 2018 SEG International Exposition and Annual Meeting, October 14–19, 2018
Paper Number: SEG-2018-2997988
DOI: https://doi.org/10.1190/segam2018-2997988.1
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Ensemble-based joint inversion of PP and PS seismic data using full Zoeppritz equations

Mingliang Liu, Dario Grana
Paper presented at the 2018 SEG International Exposition and Annual Meeting, October 14–19, 2018
Paper Number: SEG-2018-2993625
DOI: https://doi.org/10.1190/segam2018-2993625.1
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Stochastic seismic and petrophysical inversion using an ensemble-based method and data reparameterization

Mingliang Liu, Dario Grana
Paper presented at the 2017 SEG International Exposition and Annual Meeting, September 24–29, 2017
Paper Number: SEG-2017-17588969
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