List your company

Operator Regression on Advection-Diffusion-Reaction (ADR) PDE (50 unseen operators)

0.0002RMSETransducer
-0.0005590.004830.010220.015609Feb 1, 2023

Evaluation results

MethodLinks
TransducerTIME (S)=3.10e-3, GFLOPS=1.06e-1, Number of examples (n)=50, Optimization strategy=pre-trained2023.020.0002
FNOTIME (S)=1.72e2, GFLOPS=1.68e2, Number of examples (n)=50, Optimization strategy=optimized from scratch2023.020.0003
DeepONetTIME (S)=7.85e1, GFLOPS=1.54e2, Number of examples (n)=50, Optimization strategy=optimized from scratch2023.020.0202