This paper presents a scalable method for computing balancing transformations to enable model reduction of nonlinear control systems with polynomial nonlinearities.
TGPT-PINN introduces a novel paradigm for nonlinear model reduction in transport-dominated PDEs, overcoming limitations of linear reduction.