Table 3 Error comparison for linear damped oscillator
Time | Neural-ODE Hybrid Block Method Error | Explicit Euler Method Error | Implicit Euler Method Error | Adams-Bashforth Method Error | BDF Method Error | Spectral Collocation Method Error |
|---|---|---|---|---|---|---|
0.1 | 0.0000000003 | 0.0000145608 | 0.0004331663 | 0.0002438130 | 0.0004247755 | 0.0002252321 |
0.2 | 0.0000000003 | 0.0001644405 | 0.0003520041 | 0.0002071802 | 0.0000187992 | 0.0004334387 |
0.3 | 0.0000000001 | 0.0000320048 | 0.0000366255 | 0.0004995619 | 0.0003226530 | 0.0003998228 |
0.4 | 0.0000000005 | 0.0002279676 | 0.0001259229 | 0.0002800888 | 0.0003623472 | 0.0001564169 |
0.5 | 0.0000000002 | 0.0002954343 | 0.0003616005 | 0.0001445851 | 0.0000534962 | 0.0003821754 |
0.6 | 0.0000000002 | 0.0004803892 | 0.0005402409 | 0.0001100012 | 0.0002319824 | 0.0000706691 |
0.7 | 0.0000000003 | 0.0002783347 | 0.0002023849 | 0.0003653401 | 0.0001500701 | 0.0000218822 |
0.8 | 0.0000000002 | 0.0003584569 | 0.0004837355 | 0.0001983071 | 0.0000313062 | 0.0000831651 |
0.9 | 0.0000000007 | 0.0005516742 | 0.0006722769 | 0.0001537692 | 0.0000174703 | 0.0001185414 |
1.0 | 0.0000000004 | 0.0007988209 | 0.0008504225 | 0.0001703734 | 0.0001231593 | 0.0003119706 |