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Haolin LI

Imperial College London

South Kensington Campus

Exhibition Road

London, SW7 2AZ

United Kingdom

SCHOLARLY PAPERS

5

DOWNLOADS

603

TOTAL CITATIONS

13

Scholarly Papers (5)

1.

Finite-Pinn: A Physics-Informed Neural Network Architecture for Solving Solid Mechanics Problems with General Geometries

Number of pages: 36 Posted: 21 Dec 2024
Imperial College London, Imperial College London, Imperial College London - Department of Aeronautics and Imperial College London - Department of Aeronautics
Downloads 214 (382,358)
Citation 3

Abstract:

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Physics informed neural network, Solid mechanics, Complex structure, Partial differential equations

2.

Finite-Pinn: A Physics-Informed Neural Network with Finite Geometric Encoding for Solid Mechanics

Number of pages: 36 Posted: 12 Feb 2025
Imperial College London, Imperial College London, Imperial College London - Department of Aeronautics and Imperial College London - Department of Aeronautics
Downloads 141 (521,245)
Citation 9

Abstract:

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Physics informed neural network, Solid mechanics, Complex structure, Partial differential equations

3.

An Architectural Analysis of Deeponet and a General Extension of the Physics-Informed Deeponet Model on Solving Nonlinear Parametric Partial Differential Equations

Number of pages: 27 Posted: 25 Jan 2024
Imperial College London, Imperial College London, Imperial College London - Department of Aeronautics and Imperial College London - Department of Aeronautics
Downloads 117 (613,149)

Abstract:

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DeepOnet, Nonlinear parametric PDEs, Neural Operators, Physic-informed neural networks

4.

PHYSICS-INFORMED NEURAL NETWORK HOMOGENISATION OF ELASTIC AND HYPERELASTIC METAMATERIALS

Number of pages: 34 Posted: 12 Dec 2025
Imperial College London, Harbin Institute of Technology, Queensland University of Technology, Imperial College London - Department of Aeronautics and Imperial College London - Department of Aeronautics
Downloads 96 (730,864)

Abstract:

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Physics informed neural network, Metamaterials, Hyperelasticity, Homogenisation, Multiscale analysis

5.

Fft-Based Solver for Thin Plate Models: Problem Definition, Solution, and Algorithmic Implementation

Number of pages: 30 Posted: 23 Jun 2023
Imperial College London, Imperial College London - Department of Aeronautics and Imperial College London - Department of Aeronautics
Downloads 35 (1,249,711)
Citation 1

Abstract:

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FFT-based solver, Homogenisation, Thin plate models, Multiscale analysis, Microstructures