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ResearchFormerly WizWand

PDE Solving on Helmholtz 1d (test)

0.0217Relative MSENeural Solver
-0.0173920.2464790.510350.774221Oct 9, 2024
Updated 8mo ago

Evaluation results

MethodLinks
Neural SolverTraining Paradigm=Hybrid2024.100.0217
Neural SolverLearning Paradigm=Neural Solver2024.100.0241
MLP + basisLearning Paradigm=Supervised2024.100.0466
MLP + basisTraining Paradigm=Supervised2024.100.0526
PPINNsTraining Paradigm=Unsupervised2024.100.833
PINNS-multi-optLearning Paradigm=Unsupervised2024.100.847
PI-DeepONetLearning Paradigm=Hybrid2024.100.979
PI-DeepONetTraining Paradigm=Hybrid2024.100.981
PO-DeepONetLearning Paradigm=Unsupervised2024.100.983
PO-DeepONetTraining Paradigm=Unsupervised2024.100.984
PINNs+L-BFGSLearning Paradigm=Unsupervised2024.100.986
PPINNsLearning Paradigm=Unsupervised2024.100.989
P2INNsLearning Paradigm=Unsupervised2024.100.99
PINOTraining Paradigm=Hybrid2024.100.995
PINOLearning Paradigm=Hybrid2024.100.999