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Shallow water equations dataset and benchmarks · SOTA2 Research

Research Datasets

Shallow water equations

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

1-step forecasting

Shallow-water equations SWE-1 R2 (test)

0.052MSE

15

PDE Forecasting

Shallow-water equations (5-step rollout)

1.56Relative L2 Error

10

Operator Learning

Shallow water equations (test)

4.29Relative L2 Error (%)

3

Out-of-domain forecasting

Shallow Water Equations (SWE) [0,0.75] to (0.75,1] v1 (train)

3.22Relative L2 Error (h)

1

Popular tasks

Operator learning Out-of-domain forecasting PDE Forecasting 1-step forecasting

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