Tropical differential algebraic geometry restricts PINN hypothesis spaces to valid formal power series supports, improving convergence on Van der Pol and Burgers equations.
On the application of physics informed neural networks (PINN) to solve boundary layer thermal-fluid problems
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
math.AP 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Tropical Geometry as a Restricted Architecture for Physics-Informed Neural Networks: Applications in Nonlinear Fluid-Structure Examples
Tropical differential algebraic geometry restricts PINN hypothesis spaces to valid formal power series supports, improving convergence on Van der Pol and Burgers equations.