A steady-state-informed PINN ansatz decomposes solutions into a prescribed steady component plus a decaying transient to enforce asymptotic behavior and improve temporal extrapolation in dissipative thermo-fluid PDEs.
Pressure-robust enriched galerkin finite element methods for coupled navier-stokes and heat equations.arXiv preprint arXiv:2512.16716, 2025
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CE 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Enhancing neural network extrapolation in thermo-fluid systems using steady-state solutions
A steady-state-informed PINN ansatz decomposes solutions into a prescribed steady component plus a decaying transient to enforce asymptotic behavior and improve temporal extrapolation in dissipative thermo-fluid PDEs.