Structural Health Monitoring on Structural Health Monitoring HSTF, delta_tau = 0.02s
100AccuracyBi-GRU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Bi-GRUFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 100 | 100 | 100 | |
| GRUFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 100 | 100 | 100 | |
| TCNFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 100 | 100 | 100 | |
| Transformer (Trans.)Framework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 100 | 100 | 100 | |
| Bi-LSTMFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 99.8 | 99.8 | 100 | |
| LightGBM (LGBM)Framework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 99.7 | 99.7 | 100 | |
| RFFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 99.4 | 99.4 | 100 | |
| LSTMFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 98.8 | 98.8 | 100 | |
| CNNFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 94.6 | 94.5 | 99.7 | |
| KNNFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 91.7 | 91.9 | 98.9 | |
| SVMFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 91.6 | 91.3 | 99.4 | |
| Decision Tree (DT)Framework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 91.4 | 91.4 | 94.6 | |
| GNBFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 86.4 | 86.5 | 97 | |
| LRFramework=HSTF, Sampling Interval (τ)=0.02 s2026.04 | 76.7 | 76.8 | 95.7 |