Structural Health Monitoring Classification on Structural Health Monitoring Common Knee
100AccuracyBi-GRU
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Bi-GRUFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 100 | 100 | 100 | |
| GRUFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 100 | 100 | 100 | |
| TransformerFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 100 | 100 | 100 | |
| TCNFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 99.9 | 99.9 | 100 | |
| LGBMFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 99.6 | 99.6 | 100 | |
| RFFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 99.3 | 99.3 | 100 | |
| CNNFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 98.4 | 98.4 | 100 | |
| Bi-LSTMFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 98.3 | 98.2 | 99.9 | |
| LSTMFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 97.5 | 97.5 | 99.8 | |
| KNNFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 90.4 | 90.5 | 99.1 | |
| Decision TreeFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 89.1 | 89.1 | 93.2 | |
| SVMFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 88.6 | 87.7 | 98.8 | |
| GNBFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 87.2 | 87.1 | 96.4 | |
| LRFramework=Hybrid Spectro-Temporal Fusion (HSTF), Sampling Interval (Δτ)=0.008 s2026.04 | 87.2 | 87.2 | 97.4 |