Table 12 Spatiotemporal autoencoder for unsupervised anomaly detection.
Time (s) | Input reconstruction error (Spatial) | Input reconstruction error (Temporal) | Total reconstruction error | Anomaly indicator |
|---|---|---|---|---|
0–10 | 0.08 | 0.07 | 0.15 | Normal |
10–20 | 0.10 | 0.09 | 0.19 | Normal |
20–30 | 0.40 | 0.38 | 0.78 | Anomalous |
30–40 | 0.06 | 0.05 | 0.11 | Normal |
40–50 | 0.07 | 0.06 | 0.13 | Normal |