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Table 1 Comparison of the MSE losses using NODEs for black-box and grey-box modelling of the RC circuit for the given train, validation and test sets

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