Research Article
A Deformation Prediction Approach for Supertall Building Using Sensor Monitoring System
Table 3
Comparison table of prediction.
| DATE | Z [mm] | CDBN [mm] | RE [%] | LM-CDBN [mm] | RE [%] | ELM [mm] | RE [%] | UKF-SVR [mm] | RE [%] |
| 10-13 08:00 | 36.3700 | 35.6869 | 1.88 | 36.2744 | 0.26 | 34.0753 | 6.31 | 36.9076 | 1.48 | 10-13 09:00 | 35.9685 | 34.7454 | 3.40 | 35.8914 | 0.21 | 38.9832 | 8.38 | 36.8897 | 2.56 | 10-13 10:00 | 34.1020 | 33.0588 | 3.06 | 34.0540 | 0.14 | 38.0791 | 11.66 | 33.5363 | 1.66 | 10-13 11:00 | 34.2450 | 32.6750 | 4.58 | 34.1812 | 0.19 | 34.6637 | 1.22 | 30.5105 | 10.91 | 10-13 12:00 | 39.0745 | 38.2927 | 2.00 | 38.8679 | 0.53 | 35.8950 | 8.14 | 39.1214 | 0.12 | 10-13 13:00 | 37.1475 | 35.9385 | 3.25 | 37.0167 | 0.35 | 39.5860 | 6.56 | 38.7017 | 4.18 | 10-13 14:00 | 37.7950 | 36.8189 | 2.58 | 37.6317 | 0.43 | 36.9923 | 2.12 | 34.8703 | 7.74 | 10-13 15:00 | 41.6840 | 39.6342 | 4.92 | 41.2798 | 0.97 | 40.3191 | 3.27 | 43.4704 | 4.29 | 10-13 16:00 | 39.1225 | 38.3562 | 1.96 | 38.8977 | 0.57 | 43.4842 | 11.15 | 41.1197 | 5.10 | 10-13 17:00 | 40.6580 | 39.2225 | 3.53 | 40.2930 | 0.90 | 44.4703 | 9.38 | 37.4763 | 7.83 | 10-13 18:00 | 47.0815 | 44.5459 | 5.39 | 45.8757 | 2.56 | 40.8088 | 13.32 | 48.4904 | 2.99 | 10-13 19:00 | 46.3970 | 44.8205 | 3.40 | 45.3267 | 2.31 | 44.6929 | 3.67 | 47.7502 | 2.92 | 10-13 20:00 | 47.3470 | 45.7168 | 3.44 | 46.0723 | 2.69 | 48.1102 | 1.61 | 47.8773 | 1.12 | 10-13 21:00 | 51.0815 | 47.3883 | 7.23 | 48.8165 | 4.43 | 45.8864 | 10.17 | 52.2852 | 2.36 | 10-13 22:00 | 49.5470 | 47.0194 | 5.10 | 47.7546 | 3.62 | 47.7797 | 3.57 | 49.2904 | 0.52 | Mean Relative Error (MRE)[%] | 3.72 | -- | 1.34 | -- | 6.70 | -- | 3.72 |
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