Dynamical systems reconstruction on Lorenz-96 20d
1.59DstspSINDy
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SINDyNumber of parameters=46202024.10 | 1.59 | 0.06 | |
| AL-RNNTeacher Forcing=identity teacher forcing (id-TF), Number of parameters=46232024.10 | 1.64 | 0.089 | |
| dendPLRNNTeacher Forcing=identity teacher forcing (id-TF), Number of parameters=57402024.10 | 1.65 | 0.083 | |
| shPLRNNTeacher Forcing=generalized teacher forcing (GTF), Number of parameters=45402024.10 | 1.68 | 0.072 | |
| Neural-ODENumber of parameters=45302024.10 | 1.77 | 0.076 | |
| Reservoir ComputerNumber of parameters=120002024.10 | 2.4 | 0.14 | |
| LSTM-TBPTTNumber of parameters=105802024.10 | 5 | 0.31 | |
| Long Expressive MemoryNumber of parameters=46202024.10 | 7.2 | 0.54 |