Multi-scale spatio-temporal data modelling and brain-like intelligent optimisation strategies in power equipment operation and inspection
, , , , , und
03. Feb. 2025
Über diesen Artikel
Online veröffentlicht: 03. Feb. 2025
Eingereicht: 03. Okt. 2024
Akzeptiert: 07. Jan. 2025
DOI: https://doi.org/10.2478/amns-2025-0022
Schlüsselwörter
© 2025 Guoliang Zhang et al., published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.
Figure 1.
Figure 2.
Figure 3.
Figure 4.
The process data of FID
| Type | 50 | 100 | 200 | 500 | Min value |
|---|---|---|---|---|---|
| Nor | 263.08 | 104.23 | 33.43 | 37.24 | 33.43 |
| IR | 285.31 | 112.58 | 36.04 | 35.89 | 35.89 |
| OR | 272.64 | 80.21 | 51.71 | 31.27 | 31.27 |
| Cage | 272.11 | 98.96 | 39.92 | 25.35 | 25.35 |
| IR-OR | 301.17 | 116.64 | 30.58 | 32.58 | 30.58 |
| TCF | 248.05 | 102.42 | 40.65 | 21.16 | 21.16 |
Partial fusion eigenvectors
| Mode | No. | PCA1 | PCA2 | PCA3 | PCA4 | PCA5 | PCA6 |
|---|---|---|---|---|---|---|---|
| Nor | 1 | 4218.51 | -425.69 | 469.62 | 65.24 | 22.37 | -9.58 |
| 2 | 4369.25 | -334.14 | 285.26 | 158.37 | -1.67 | -3.67 | |
| … | … | … | … | … | … | … | |
| 400 | 4301.48 | -438.49 | 468.04 | 115.12 | 22.37 | -1.54 | |
| IR | 1 | -1024.74 | -1135.24 | -421.56 | 356.37 | -2.85 | -2.68 |
| 2 | -1158.37 | -1166.34 | -357.08 | 285.47 | -28.74 | 16.76 | |
| … | … | … | … | … | … | … | |
| 400 | -2368.45 | -1108.58 | 148.27 | 206.54 | -29.24 | 17.51 | |
| OR | 1 | -246.37 | -583.24 | -390.54 | -108.03 | -78.51 | 32.28 |
| 2 | 241.15 | -556.13 | -198.47 | -283.51 | -62.35 | -1.19 | |
| … | … | … | … | … | … | … | |
| 400 | -438.24 | -250.45 | -278.42 | -175.42 | -81.49 | 28.94 | |
| Cage | 1 | -1232.74 | 4538.92 | 546.84 | 84.95 | -58.51 | 36.51 |
| 2 | -22.51 | 1847.37 | -661.52 | 105.24 | -38.42 | 4.47 | |
| … | … | … | … | … | … | … | |
| 400 | -505.75 | 2347.78 | -88.18 | -233.51 | -56.43 | 5.74 | |
| IR-OR | 1 | 885.42 | -173.27 | -685.52 | -80.35 | 48.53 | -65.28 |
| 2 | 336.74 | -246.81 | -473.51 | -37.24 | 135.82 | -13.27 | |
| … | … | … | … | … | … | … | |
| 400 | -303.16 | 312.33 | -228.09 | -33.08 | 162.68 | -71.18 | |
| TCF | 1 | -2551.34 | -1265.67 | 695.87 | -143.27 | 3.85 | -31.33 |
| 2 | -1247.12 | -1431.08 | 396.76 | -31.06 | -7.42 | -21.04 | |
| … | … | … | … | … | … | … | |
| 400 | -2351.39 | -1435.87 | 485.27 | -17.24 | 7.38 | -21.28 |