2 papers
math.NA2025
BIAN: A Deep Learning Method to Solve Inverse Problems Using Only Boundary Information
Feng Chen, Kegan Li, Yiran Meng +2
Over the past years, inverse problems in partial differential equations have garnered increasing interest among scientists and engineers. However, due to the lack of conventional s…
physics.comp-ph2025
Global physics-informed neural networks (GPINNs): from local point-wise constraint to global nodal association
Feng Chen, Yiran Meng, Kegan Li +2
Recently, physics-informed neural networks (PINNs) and their variants have gained significant popularity as a scientific computing method for solving partial differential equations…