Table 7 Value of RMSE at the same temperature.

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

Method

Case A

Case B

PINN

45.86

56.29

Mamba-Lithium

39.71

47.62

Mamba-Attention (proposed)

35.69

21.68

  1. Bold values indicate the best results.