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A Physics-Informed Neural Network framework for solving PDEs on point clouds via surface reconstruction

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Year: 2025
Type: article
Source: Neural Networks
DOI: 10.1016/j.neunet.2025.107928
Authors: Junseung Ryu, Seungtae Park, Hyung Ju Hwang
Institution: Pohang University of Science and Technology
Language: English

Topic: Model Reduction and Neural Networks
Subfield: Statistical and Nonlinear Physics
Field: Physics and Astronomy
Domain: Physical Sciences

Open Access status: closed

Funders: Pohang University of Science and Technology, Ministry of Science, ICT and Future Planning, National Research Foundation of Korea, Ministry of Science and ICT, South Korea, Institute for Information and Communications Technology Promotion
Awards: G1010832933, G2309250114, G7124767135
OpenAlex ID: W4412977798
FWCI: 2.102
Cites: 38
Cited by: 5
Related to: 10
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