An end-to-end approach to predict physical properties of heterogeneous porous media: Coupling deep learning and physics-based features
出版年份 2023 全文链接
标题
An end-to-end approach to predict physical properties of heterogeneous porous media: Coupling deep learning and physics-based features
作者
关键词
-
出版物
Fuel
Volume 352, Issue -, Pages 128753
出版商
Elsevier BV
发表日期
2023-07-07
DOI
10.1016/j.fuel.2023.128753
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- Enhanced thermal fingering in a shear-thinning fluid flow through porous media: Dynamic pore network modeling
- (2022) Senyou An et al. PHYSICS OF FLUIDS
- Multiscale Fusion of Digital Rock Images Based on Deep Generative Adversarial Networks
- (2022) Mingliang Liu et al. GEOPHYSICAL RESEARCH LETTERS
- Deep learning enables reference-free isotropic super-resolution for volumetric fluorescence microscopy
- (2022) Hyoungjun Park et al. Nature Communications
- Pore-network modeling of flow in shale nanopores: Network structure, flow principles, and computational algorithms
- (2022) Ronghao Cui et al. EARTH-SCIENCE REVIEWS
- Two-phase flow in heterogeneous porous media: A multiscale digital model approach
- (2022) Yuqi Wu et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Zircon classification from cathodoluminescence images using deep learning
- (2022) Dongyu Zheng et al. Geoscience Frontiers
- Assessment of multi-scale pore structures and pore connectivity domains of marine shales by fractal dimensions and correlation lengths
- (2022) Yuchen Fan et al. FUEL
- Striving to translate shale physics across ten orders of magnitude: What have we learned?
- (2021) Yashar Mehmani et al. EARTH-SCIENCE REVIEWS
- Ultrasonic prediction of crack density using machine learning: A numerical investigation
- (2021) Sadegh Karimpouli et al. Geoscience Frontiers
- Integrating deep learning and logging data analytics for lithofacies classification and 3D modeling of tight sandstone reservoirs
- (2021) Jing-Jing Liu et al. Geoscience Frontiers
- Nonuniqueness of hydrodynamic dispersion revealed using fast 4D synchrotron x-ray imaging
- (2021) Yongqiang Chen et al. Science Advances
- Machine Learning in Geo- and Environmental Sciences: From Small to Large Scale
- (2020) Pejman Tahmasebi et al. ADVANCES IN WATER RESOURCES
- Deep learning based classification of rock structure of tunnel face
- (2020) Jiayao Chen et al. Geoscience Frontiers
- Pore-scale simulations of electrical and elastic properties of shale samples based on multicomponent and multiscale digital rocks
- (2020) Yuqi Wu et al. MARINE AND PETROLEUM GEOLOGY
- Unravelling effects of the pore‐size correlation length on the two‐phase flow and solute transport properties; GPU‐based pore‐network modelling
- (2020) Senyou An et al. WATER RESOURCES RESEARCH
- A greyscale volumetric lattice Boltzmann method for upscaling pore-scale two-phase flow
- (2020) Senyou An et al. ADVANCES IN WATER RESOURCES
- Transition from viscous fingering to capillary fingering: application of GPU‐based fully‐implicit dynamic pore‐network modelling
- (2020) Senyou An et al. WATER RESOURCES RESEARCH
- Digital Rock Techniques to Study Shale Permeability: A Mini-Review
- (2020) Pejman Tahmasebi et al. ENERGY & FUELS
- An Innovative Application of Generative Adversarial Networks for Physically Accurate Rock Images With an Unprecedented Field of View
- (2020) Yufu Niu et al. GEOPHYSICAL RESEARCH LETTERS
- X-ray tomography imaging of shale microstructures: A review in the context of multiscale correlative imaging
- (2020) Muhammad Arif et al. INTERNATIONAL JOURNAL OF COAL GEOLOGY
- Predicting rock size distribution in mine blasting using various novel soft computing models based on meta-heuristics and machine learning algorithms
- (2020) Chengyu Xie et al. Geoscience Frontiers
- Exploration breakthroughs and geological characteristics of continental shale oil: A case study of the Kongdian Formation in the Cangdong Sag, China
- (2019) Xianzheng zhao et al. MARINE AND PETROLEUM GEOLOGY
- A comprehensive study on geometric, topological and fractal characterizations of pore systems in low-permeability reservoirs based on SEM, MICP, NMR, and X-ray CT experiments
- (2019) Yuqi Wu et al. MARINE AND PETROLEUM GEOLOGY
- Multiscale digital porous rock reconstruction using template matching
- (2019) W. Lin et al. WATER RESOURCES RESEARCH
- A novel upscaling procedure for characterising heterogeneous shale porosity from nanometer-to millimetre-scale in 3D
- (2019) Lin Ma et al. ENERGY
- Effects of micropores on geometric, topological and transport properties of pore systems for low-permeability porous media
- (2019) Yuqi Wu et al. JOURNAL OF HYDROLOGY
- Multiscale modeling of shale samples based on low- and high-resolution images
- (2019) Yuqi Wu et al. MARINE AND PETROLEUM GEOLOGY
- Enhancing images of shale formations by a hybrid stochastic and deep learning algorithm
- (2019) Serveh Kamrava et al. NEURAL NETWORKS
- Pore‐scale 3D Dynamic Modeling and Characterization of Shale Samples: Considering the Effects of Thermal Maturation
- (2019) Yuqi Wu et al. JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH
- Pore-scale modeling of multiphase flow through porous media under triaxial stress
- (2018) Samuel Fagbemi et al. ADVANCES IN WATER RESOURCES
- Hierarchical Optimization: Fast and Robust Multiscale Stochastic Reconstructions with Rescaled Correlation Functions
- (2018) Marina V. Karsanina et al. PHYSICAL REVIEW LETTERS
- Geochemical and petrophysical source rock characterization of the Vaca Muerta Formation, Argentina: Implications for unconventional petroleum resource estimations
- (2017) Maria-Fernanda Romero-Sarmiento et al. INTERNATIONAL JOURNAL OF COAL GEOLOGY
- Unified mesoscopic modeling and GPU-accelerated computational method for image-based pore-scale porous media flows
- (2017) Senyou An et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- Assessing the utility of FIB-SEM images for shale digital rock physics
- (2016) Shaina Kelly et al. ADVANCES IN WATER RESOURCES
- Imaging and image-based fluid transport modeling at the pore scale in geological materials: A practical introduction to the current state-of-the-art
- (2016) Tom Bultreys et al. EARTH-SCIENCE REVIEWS
- Deep learning
- (2015) Yann LeCun et al. NATURE
- The construction of carbonate digital rock with hybrid superposition method
- (2013) Jun Yao et al. JOURNAL OF PETROLEUM SCIENCE AND ENGINEERING
- Pore-scale imaging and modelling
- (2012) Martin J. Blunt et al. ADVANCES IN WATER RESOURCES
- Digital rock physics benchmarks—Part I: Imaging and segmentation
- (2012) Heiko Andrä et al. COMPUTERS & GEOSCIENCES
- Analysis of Fundamentals of Two-Phase Flow in Porous Media Using Dynamic Pore-Network Models: A Review
- (2012) V. Joekar-Niasar et al. CRITICAL REVIEWS IN ENVIRONMENTAL SCIENCE AND TECHNOLOGY
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