Chaos Prediction on Lorenz system
0.906Effective Lyapunov ExponentTrue λ1
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| True λ12025.05 | 0.906 | 1.1 | 100 | |
| True System2025.05 | 0.906 | 1.1 | — | |
| Causal-PINNsubdomains=10, collocation points=1002025.05 | 0.412 | 2.43 | — | |
| RC2025.05 | 0.261 | 3.84 | 28.8 | |
| LSTM2025.05 | 0.209 | 4.79 | 23.1 | |
| Reservoirnodes=300, spectral radius=1.12025.05 | 0.175 | 5.71 | — | |
| NBEATS2025.05 | 0.151 | 6.63 | 16.7 | |
| Neural ODEsolver=dopri5, tolerances=10^−72025.05 | 0.142 | 7.04 | — | |
| FlowMixer2025.05 | 0.136 | 7.34 | 15 | |
| FlowMixer2025.05 | 0.136 | 7.34 | — |