Research Article
Deep Convolutional Neural Network-Based Structural Damage Localization and Quantification Using Transmissibility Data
Table 7
Model performance comparison for different training set sizes.
| | Model | Dataset portion (%) | MSE (%) | DME (%) | FAE (%) |
| | Model 1 | 100.00 | 0.27 | 2.46 | 72.14 | | 75.00 | 0.26 | 2.62 | 69.74 | | 50.00 | 0.37 | 3.21 | 75.74 | | 25.00 | 0.87 | 13.84 | 70.49 |
| | Model 2 | 100.00 | 0.59 | 4.42 | 66.22 | | 75.00 | 1.01 | 13.67 | 62.91 | | 50.00 | 0.69 | 5.55 | 63.61 | | 25.00 | 0.96 | 7.04 | 66.69 |
| | Model 3 | 100.00 | 0.98 | 6.59 | 55.66 | | 75.00 | 1.52 | 15.82 | 55.93 | | 50.00 | 1.20 | 6.77 | 59.80 | | 25.00 | 1.39 | 7.87 | 60.93 |
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