Table 4 MAE results.

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

Method

FD001

FD002

FD003

FD004

Average

1-DCNN-BiGRU

0.2619

0.2662

0.2313

0.2489

0.2520

BiGRU-TSAM

0.2270

0.2667

0.1452

0.1602

0.1997

MLP-mixer

0.1566

0.1923

0.1348

0.1362

0.1549

Mamba-Turbofan(ours)

0.1366

0.1338

0.1395

0.1471

0.1392

Mamba-Attention(ours)

0.1320

0.1253

0.1440

0.1306

0.1329

  1. Bold values indicate the best results.
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