PDE Solutions as a Service
1D viscous Burgers — u_t + u u_x = ν u_xx
Solve
Reset
Neural solver
FNO (supervised, one-shot field)
PINTO (physics-informed, cross-attention)
Input source
Custom IC
PDEBench test case
Initial condition u(x, 0) = ∑ a_k sin(2πkx + φ)
Test case
Compare with classical spectral solver
Run info
viscosity ν
—
grid
—
device
—
inference time
—
rel. L2 vs ground truth
—
rel. L2 classical solver
—
Ground truth
Classical spectral solve