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Peiqi Li

Xi'an Jiaotong-Liverpool University (XJTLU)

111 Renai Road, SIP

, Lake Science and Education Innovation District

Suzhou, JiangSu province 215123

China

University of Liverpool - Department of Mathematical Sciences and Institute for Risk and Uncertainty

Peach Street, Chadwick Building

Liverpool, L69 3BX

United Kingdom

  • Xi'an Jiaotong-Liverpool University (XJTLU)

  • University of Liverpool - Department of Mathematical Sciences and Institute for Risk and Uncertainty

SCHOLARLY PAPERS

4

DOWNLOADS

139

TOTAL CITATIONS

0

Scholarly Papers (4)

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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 67 (933,592)

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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 56 (1,222,651)

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

3.

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 9

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

4.

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

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