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SOH estimation on Battery Mission Profile B3 to B5

0.5RMSECITL
0.22282.09393.9655.8361Dec 9, 2025

Evaluation results

MethodLinks
CITLTtr (Training time)=1.93, Tte (Testing time)=0.53, L (Hidden nodes)=38.752025.120.50.92
AS3LSTMTtr (Training time)=631.48, Tte (Testing time)=554.952025.120.70.86
DDANTtr (Training time)=936.62, Tte (Testing time)=13332025.120.80.74
MMD-LSTM-DATtr (Training time)=226.02, Tte (Testing time)=37.242025.121.460.74
BO-CNN-TLTtr (Training time)=38.36, Tte (Testing time)=44.682025.121.770.9
SS-TCATtr (Training time)=7.14, Tte (Testing time)=1.252025.127.43—