Table 8 Value of RMSE at the different temperature.

From: Enhanced Mamba model with multi-head attention mechanism and learnable scaling parameters for remaining useful life prediction

Method

0℃

25℃

50℃

PINN

0.0298

0.0178

0.0204

Mamba-lithium

0.0250

0.0145

0.0195

Mamba-Attention (proposed)

0.0194

0.0148

0.0113

  1. Bold values indicate the best results.