Table 2.
Detection performance of single-site, multi-site, and combined models for events of different amplitude based on the data of Sensor Group 1.
Data | Amplitude | Models | False alarm | Event detection rate | F1 score | Average detection time (min) |
---|---|---|---|---|---|---|
Training | 1.0–1.5 | Single-site | 6 | 0.36 | 0.13 | 57.4 |
Multi-site | 6 | 0.71 | 0.50 | 52.3 | ||
Combined | 10 | 0.79 | 0.50 | 51.6 | ||
1.5–2.0 | Single-site | 4 | 0.57 | 0.21 | 46.5 | |
Multi-site | 5 | 0.86 | 0.59 | 47.2 | ||
Combined | 7 | 0.93 | 0.61 | 45.5 | ||
2.0–2.5 | Single-site | 3 | 0.86 | 0.30 | 46.8 | |
Multi-site | 5 | 1.00 | 0.68 | 43.3 | ||
Combined | 6 | 1.00 | 0.69 | 40.5 | ||
2.5–3.0 | Single-site | 3 | 0.93 | 0.44 | 43.2 | |
Multi-site | 4 | 1.00 | 0.73 | 39.0 | ||
Combined | 5 | 1.00 | 0.74 | 36.1 | ||
Testing | 1.0–1.5 | Single-site | 1 | 0.29 | 0.02 | 63 |
Multi-site | 2 | 0.71 | 0.42 | 55.6 | ||
Combined | 2 | 0.86 | 0.42 | 53.8 | ||
1.5–2.0 | Single-site | 1 | 0.57 | 0.11 | 65.3 | |
Multi-site | 3 | 0.86 | 0.53 | 47.3 | ||
Combined | 3 | 0.86 | 0.53 | 47.3 | ||
2.0–2.5 | Single-site | 1 | 0.71 | 0.19 | 51.4 | |
Multi-site | 3 | 0.86 | 0.56 | 41.7 | ||
Combined | 3 | 0.86 | 0.56 | 40 | ||
2.5–3.0 | Single-site | 1 | 0.86 | 0.39 | 47.3 | |
Multi-site | 3 | 0.71 | 0.59 | 38 | ||
Combined | 3 | 0.86 | 0.59 | 40 |