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SOH estimation on Battery Mission Profile B5 to B7

0.69RMSEAS3LSTM
0.42562.21033.9955.7797Dec 9, 2025

Evaluation results

MethodLinks
AS3LSTMTtr (Training time)=834.63, Tte (Testing time)=694.312025.120.690.81
DDANTtr (Training time)=864.56, Tte (Testing time)=14262025.120.710.7
MMD-LSTM-DATtr (Training time)=116.5, Tte (Testing time)=15.862025.121.040.78
CITLTtr (Training time)=1.78, Tte (Testing time)=0.75, L (Hidden nodes)=104.252025.121.050.72
BO-CNN-TLTtr (Training time)=48.51, Tte (Testing time)=50.192025.125.350.64
SS-TCATtr (Training time)=8.92, Tte (Testing time)=2.012025.127.3—