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Less Emphasis on Hard Regions: Curriculum Learning of PINNs for Singularly Perturbed Convection-Diffusion-Reaction Problems
Work
Year: 2023
Type: article
Abstract: Although physics-informed neural networks (PINNs) have been successfully applied in a wide variety of science and engineering fields, they can fail to accurately predict the underlying solution in sli... more
Source: East Asian Journal on Applied Mathematics
Authors Yufeng Wang Yufeng Wang, Cong Xu, Yu‐Feng Wang, Jin Zhang
Institutions Yantai University, East China Normal University, Shandong Normal University
Cites: 34
Cited by: 3
Related to: 10
FWCI: 1.771
Citation percentile (by year/subfield): 50.43
Topic: Differential Equations and Numerical Methods
Subfield: Numerical Analysis
Field: Mathematics
Domain: Physical Sciences
Sustainable Development Goal Climate action
Open Access status: bronze