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State of Charge (SOC) estimation on US06 Cycle -10°C

0.112MAELSTM
0.108440.132470.15650.18053Dec 13, 2025

Evaluation results

MethodLinks
LSTM2025.120.1120.015
RNN2025.120.1780.042
FDIFF-PINN-MLP2025.120.1780.042
FDIFF-PINN-RNN2025.120.1790.043
FDIFF-PINN-LSTM2025.120.1890.047
MLP2025.120.2010.044