Research Article
Structural Damage Identification Based on the Transmissibility Function and Support Vector Machine
Table 8
Average of identified damage severities based on PC and SVM.
| Scenarios | DS (%) | Without noise | With 5% noise | With 10% noise | AIDS (%) | RE (%) | AIDS (%) | RE (%) | AIDS (%) | RE (%) |
| S1 | 20 | 23.52 | 17.60 | 24.71 | 23.56 | 28.12 | 40.58 | S2 | 40 | 42.38 | 5.96 | 42.16 | 5.41 | 44.93 | 12.32 | S3 | 60 | 62.35 | 3.91 | 64.3 | 7.17 | 65.97 | 9.95 | S4 | 80 | 81.58 | 1.97 | 81.09 | 1.36 | 85.93 | 7.41 | S5 | 20 | 22.85 | 14.26 | 26.14 | 30.69 | 24.43 | 22.16 | S6 | 40 | 41.07 | 2.68 | 42.54 | 6.34 | 42.66 | 6.64 | S7 | 60 | 61.23 | 2.05 | 62.84 | 4.73 | 61.51 | 2.51 | S8 | 80 | 80.54 | 0.67 | 82.34 | 2.93 | 82.3 | 2.87 | S9 | 20 | 21.48 | 7.38 | 23.15 | 15.76 | 31.43 | 57.13 | S10 | 40 | 41.53 | 3.82 | 43.34 | 8.42 | 43 | 7.49 | S11 | 60 | 61.43 | 2.39 | 62.23 | 3.72 | 63.77 | 6.28 | S12 | 80 | 80.78 | 0.98 | 81.36 | 1.70 | 84.67 | 5.84 | S13 | 20 | 20.43 | 2.16 | 22.64 | 13.18 | 22.32 | 11.61 | S14 | 40 | 40.26 | 0.64 | 40.9 | 2.26 | 40.59 | 1.47 | S15 | 60 | 60.42 | 0.70 | 61.51 | 2.52 | 61.23 | 2.05 | S16 | 80 | 80.02 | 0.02 | 80.72 | 0.90 | 82.53 | 3.16 |
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