Table 8 Comparative experiment results on C-MAPSS dataset.
From: A multi-scale cross-dimension interaction approach with adaptive dilated TCN for RUL prediction
Model | RMSE | Score | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
FD001 | FD002 | FD003 | FD004 | Avg | FD001 | FD002 | FD003 | FD004 | Avg | |
MSIDSN | 11.74 | 18.26 | 12.04 | 22.48 | 16.13 | 205.00 | 2046.00 | 196.00 | 2910.00 | 1339.25 |
AGATT | 11.45 | 13.87 | 10.88 | 16.43 | 13.16 | 204.00 | 836.00 | 205.00 | 1567.00 | 703.00 |
Res-HSA | 11.91 | 17.27 | 11.88 | 17.43 | 14.62 | 227.00 | 1199.00 | 272.00 | 2508.00 | 1051.50 |
IMDSSN | 12.14 | 17.40 | 12.35 | 19.78 | 15.42 | 206.11 | 1775.15 | 229.54 | 2852.81 | 1265.90 |
ABGRU | 12.83 | 17.97 | 13.23 | 21.55 | 16.40 | 221.54 | 2072.21 | 279.18 | 3625.77 | 1549.68 |
MSDCNN | 12.96 | 18.70 | 11.78 | 21.57 | 16.25 | 256.59 | 1873.86 | 211.99 | 2699.34 | 1260.45 |
PHNN | 12.99 | 16.10 | 12.48 | 18.29 | 14.97 | 223.30 | 1201.35 | 268.83 | 2304.08 | 999.39 |
SA-MSTCN-GFA | 10.62 | 15.60 | 10.57 | 15.46 | 13.06 | 165.00 | 1096.00 | 178.00 | 1115.00 | 638.50 |
ATCN | 11.18 | 15.82 | 11.34 | 17.80 | 14.04 | 194.25 | 1210.57 | 249.19 | 1934.86 | 897.22 |
MHT | 11.92 | 13.70 | 10.63 | 17.73 | 13.50 | 215.00 | 746.00 | 150.00 | 1572.00 | 670.75 |
CATA-TCN | 12.80 | 17.61 | 13.16 | 21.04 | 16.15 | 234.31 | 1361.23 | 290.63 | 2303.42 | 1047.40 |
Transorm-RW | 11.36 | 18.97 | 11.28 | 20.69 | 15.58 | 192.22 | 2433.15 | 133.41 | 2842.44 | 1400.31 |
DL-PRP | 11.96 | 13.51 | 11.40 | 17.58 | 13.61 | 233.40 | 902.13 | 255.60 | 1704.59 | 773.93 |
DVGTformer | 11.33 | 14.28 | 11.89 | 15.50 | 13.25 | 179.75 | 797.26 | 254.55 | 1107.50 | 584.77 |
Ours | 11.39 | 13.41 | 10.17 | 15.28 | 12.56 | 170.52 | 563.03 | 134.87 | 877.44 | 436.47 |
