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Jie Chen

Xi'an Jiaotong-Liverpool University (XJTLU)

SCHOLARLY PAPERS

6

DOWNLOADS

209

TOTAL CITATIONS

1

Scholarly Papers (6)

1.

Prediction of Multiscale Features Using Deep Learning-Based Preconditioner-Solver Architecture for Darcy Equation in High-Contrast Media

Number of pages: 23 Posted: 08 Apr 2025
Peiqi Li and Jie Chen
Xi'an Jiaotong-Liverpool University (XJTLU) and Xi'an Jiaotong-Liverpool University (XJTLU)
Downloads 66 (933,592)

Abstract:

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Subsurface Fluid Flow, Multiscale Modeling, High-Contrast Media, Mixed Generalized Multiscale Finite Element Method, Data-driven Preconditioner, Deep Learning

2.

Multiscale Subsurface Flow in the Era of Deep Learning: A Review

Number of pages: 41 Posted: 07 Apr 2026
Peiqi Li, Jie Chen, Hui Zhang and Simon Hands
Xi'an Jiaotong-Liverpool University (XJTLU), Xi'an Jiaotong-Liverpool University (XJTLU), Xi'an Jiaotong -Liverpool University and Department of Mathematical Sciences
Downloads 51 (1,222,651)

Abstract:

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Subsurface Fluid Flow, Porous Media, Multiscale, Partial Differential Equations (Darcy-type), Deep Learning

3.

Hybrid Two-Stage Reconstruction of Multiscale Subsurface Flow with Physics-Informed Residual Connected Neural Operator

Number of pages: 21 Posted: 13 Feb 2025
Peiqi Li and Jie Chen
Xi'an Jiaotong-Liverpool University (XJTLU) and Xi'an Jiaotong-Liverpool University (XJTLU)
Downloads 41 (1,183,237)
Citation 1

Abstract:

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Multiscale Modeling, Subsurface Fluid Flow Simulation, Mixed Generalized Multiscale Finite Element Method, PDE Solver, Physics-informed Neural Operator, Two-stage Method

4.

An Efficient Hierarchical Preconditioner-Learner Architecture for Reconstructing Multi-Scale Basis Functions of High-Dimensional Subsurface Fluid Flow

Number of pages: 20 Posted: 03 Dec 2024
Peiqi Li and Jie Chen
Xi'an Jiaotong-Liverpool University (XJTLU) and Xi'an Jiaotong-Liverpool University (XJTLU)
Downloads 36 (1,249,711)

Abstract:

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Subsurface Fluid Flow, Mixed Generalized Multiscale Element Method, Data-Driven Preconditioner, Fourier Neural Operator, Multi-scale Modeling

5.

Applying Two-Grid Preconditioner for Subsurface Flow Simulation using Attention-enhanced Hybrid Network to Accelerate Multiscale Discretization in High-contrast Media

Number of pages: 23 Posted: 18 Jun 2026
Peiqi Li, Jie Chen and Shubin Fu
Xi'an Jiaotong-Liverpool University (XJTLU), Xi'an Jiaotong-Liverpool University (XJTLU) and Eastern Institute of Technology - Institute for Advanced Study (EIAS)
Downloads 8

Abstract:

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Multiscale, Darcy Equation, Two-Grid Preconditioner, Neural Network, Attention, High-contrast Media

6.

Physics-informed Evolutional Deep Neural Networks for Transient Pressure Diffusion in Heterogeneous Porous Media

Number of pages: 46 Posted: 12 Jun 2026
Peiqi Li and Jie Chen
Xi'an Jiaotong-Liverpool University (XJTLU) and Xi'an Jiaotong-Liverpool University (XJTLU)
Downloads 7

Abstract:

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Transient Darcy Flow, Evolutional Deep Neural Network, Physics-informed Neural Network, Heterogeneous Porous Media, Time-marching Scheme