From: Grey-box modelling of lithium-ion batteries using neural ordinary differential equations
MSE loss | black-box modelling | grey-box modelling | ||||
---|---|---|---|---|---|---|
 | run 1 | run 2 | run 3 | run 1 | run 2 | run 3 |
Training signal 1 | 0.000299 | 0.000366 | 0.000310 | 0.001073 | 0.000896 | 0.000891 |
Training signal 2 | 0.000554 | 0.000918 | 0.000712 | 0.001364 | 0.001678 | 0.001687 |
Validation signal | 0.000318 | 0.000247 | 0.000362 | 0.001529 | 0.001512 | 0.001512 |
Test signal | 0.006380 | 0.005587 | 0.006208 | 0.002169 | 0.002325 | 0.002329 |