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Works (19)

Bayesian neural network and Bayesian physics-informed neural network via variational inference for seismic petrophysical inversion

GEOPHYSICS
2024-11-01 | Journal article
Contributors: Peng Li; Dario Grana; Mingliang Liu
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GeosPIn: A MATLAB library for geostatistical petrophysical inversion

GEOPHYSICS
2024-09-01 | Journal article
Contributors: Dario Grana; Mingliang Liu; Leandro de Figueiredo
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Crossref

Geostatistical Inversion for Subsurface Characterization Using Stein Variational Gradient Descent With Autoencoder Neural Network: An Application to Geologic Carbon Sequestration

Journal of Geophysical Research: Solid Earth
2024-07 | Journal article
Contributors: Mingliang Liu; Dario Grana; Tapan Mukerji
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Geostatistical Inversion for Subsurface Characterization Using Stein Variational Gradient Descent with Autoencoder Neural Network: An Application to Geologic Carbon Sequestration

2024-03-21 | Preprint
Contributors: Mingliang Liu; Dario Grana; Tapan Mukerji
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Probabilistic physics-informed neural network for seismic petrophysical inversion

GEOPHYSICS
2024-03-01 | Journal article
Contributors: Peng Li; Mingliang Liu; Motaz Alfarraj; Pejman Tahmasebi; Dario Grana
Source: check_circle
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Frequency-domain electromagnetic induction for the prediction of electrical conductivity and magnetic susceptibility using geostatistical inversion and randomized tensor decomposition

GEOPHYSICS
2023-11-01 | Journal article
Contributors: Mingliang Liu; João Narciso; Dario Grana; Ellen Van De Vijver; Leonardo Azevedo
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Computation of effective elastic moduli of rocks using hierarchical homogenization

Journal of the Mechanics and Physics of Solids
2023-05 | Journal article
Contributors: Rasool Ahmad; Mingliang Liu; Michael Ortiz; Tapan Mukerji; Wei Cai
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Joint Inversion of Geophysical Data for Geologic Carbon Sequestration Monitoring: A Differentiable Physics‐Informed Neural Network Model

Journal of Geophysical Research: Solid Earth
2023-03 | Journal article
Contributors: Mingliang Liu; Divakar Vashisth; Dario Grana; Tapan Mukerji
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Hierarchical Homogenization With Deep‐Learning‐Based Surrogate Model for Rapid Estimation of Effective Permeability From Digital Rocks

Journal of Geophysical Research: Solid Earth
2023-02 | Journal article
Contributors: Mingliang Liu; Rasool Ahmad; Wei Cai; Tapan Mukerji
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Crossref

Randomized Tensor Decomposition for Large-Scale Data Assimilation Problems for Carbon Dioxide Sequestration

Mathematical Geosciences
2022-10 | Journal article
Contributors: Mingliang Liu; Dario Grana; Tapan Mukerji
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Hierarchical homogenization with deep-learning-based surrogate model for rapid estimation of effective permeability from digital rocks

2022-08-13 | Preprint
Contributors: Mingliang Liu; Rasool Ahmad; Wei Cai; Tapan Mukerji
Source: check_circle
Crossref

Joint Inversion of Geophysical Data for Geologic Carbon Sequestration Monitoring: A Differentiable Physics-Informed Deep Learning Model

2022-08-13 | Preprint
Contributors: Mingliang Liu; Dario Grana; Tapan Mukerji
Source: check_circle
Crossref

Multiscale Fusion of Digital Rock Images Based on Deep Generative Adversarial Networks

Geophysical Research Letters
2022-05-16 | Journal article
Contributors: Mingliang Liu; Tapan Mukerji
Source: check_circle
Crossref

Uncertainty quantification in stochastic inversion with dimensionality reduction using variational autoencoder

GEOPHYSICS
2022-03-01 | Journal article
Contributors: Mingliang Liu; Dario Grana; Leandro Passos de Figueiredo
Source: check_circle
Crossref

Multiscale fusion of digital rock images based on deep generative adversarial networks

2022-02-18 | Preprint
Contributors: Mingliang Liu; Tapan Mukerji
Source: check_circle
Crossref

A comparison of deep machine learning and Monte Carlo methods for facies classification from seismic data

GEOPHYSICS
2020-07-01 | Journal article
Contributors: Dario Grana; Leonardo Azevedo; Mingliang Liu
Source: check_circle
Crossref

Seismic facies classification using supervised convolutional neural networks and semisupervised generative adversarial networks

GEOPHYSICS
2020-07-01 | Journal article
Contributors: Mingliang Liu; Michael Jervis; Weichang Li; Philippe Nivlet
Source: check_circle
Crossref

Time-lapse seismic history matching with an iterative ensemble smoother and deep convolutional autoencoder

GEOPHYSICS
2020-01-01 | Journal article
Contributors: Mingliang Liu; Dario Grana
Source: check_circle
Crossref

Stochastic nonlinear inversion of seismic data for the estimation of petroelastic properties using the ensemble smoother and data reparameterization

GEOPHYSICS
2018-05-01 | Journal article
Contributors: Mingliang Liu; Dario Grana
Source: check_circle
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Peer review (18 reviews for 9 publications/grants)

Review activity for Applied energy (2)
Review activity for Computational geosciences. (2)
Review activity for Computers & geosciences. (2)
Review activity for Geoenergy science and engineering. (4)
Review activity for Geophysical research letters. (1)
Review activity for Journal of petroleum exploration and production technology. (2)
Review activity for Mathematical geology. (3)
Review activity for Natural resources research. (1)
Review activity for Water resources research. (1)