
TGPT-PINN introduces a novel paradigm for nonlinear model reduction, overcoming limitations of linear reduction in transport-dominated problems.


coremsg

tgpt-pinn-nonlinear-model-reduction-with-transformed-gpt-pinns


TGPT-PINN: Nonlinear Model Reduction with Transformed GPT-PINNs


title_rewrite


The author introduces the TGPT-PINN for nonlinear model order reduction in transport-dominated partial differential equations, overcoming limitations of linear reduction. The approach integrates a transform layer and pre-trained networks to achieve efficient model reduction.


nonlinear-model-reduction-with-tgpt-pinn


Nonlinear Model Reduction with TGPT-PINN
