Reaction-Diffusion simulation on Stochastic Cloth manifold 1.0 (test)
15.7Mass Conservation ErrorIM-PINN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IM-PINNParameter Count / DoF=82,690 (Fixed), Model Size=~ 0.33 MB, Training / Solver Time=773 s (Total), Inference Time=< 1 ms (Pointwise), Mesh Dependency=None (Mesh-Free), Geometric Input=Metric Tensor gij(ξ), Curvature Handling=Exact (Auto-Diff)2025.12 | 15.7 | — | — | — | |
| SFEMParameter Count / DoF=> 40,000 (Scales w/ Mesh), Model Size=> 5.0 MB (Sparse Matrix), Training / Solver Time=0.54 s (Per Step), Inference Time=N/A (Requires Re-solve), Mesh Dependency=High (Quality Dependent), Geometric Input=Triangular Mesh Th, Curvature Handling=Linear Approximation2025.12 | 25.8 | — | — | — |