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SOH estimation on Battery Mission Profile B5 to B2

0.95RMSEMMD-LSTM-DA
0.7262.2383.755.262Dec 9, 2025

Evaluation results

MethodLinks
MMD-LSTM-DATtr (Training time)=238.94, Tte (Testing time)=63.132025.120.950.84
DDANTtr (Training time)=989.76, Tte (Testing time)=15982025.121.390.54
CITLTtr (Training time)=33.78, Tte (Testing time)=1.72, L (Hidden nodes)=68.552025.121.40.67
AS3LSTMTtr (Training time)=700, Tte (Testing time)=994.652025.123.840.54
BO-CNN-TLTtr (Training time)=56.82, Tte (Testing time)=179.862025.125.740.67
SS-TCATtr (Training time)=14.69, Tte (Testing time)=4.842025.126.55—