Table 13 Final outputs of anomaly detection across all models.

From: Design of an integrated model with temporal graph attention and transformer-augmented RNNs for enhanced anomaly detection

Time (s)

TGAT anomaly indicator

TARNN anomaly indicator

MVAE anomaly indicator

Prototypical network indicator

Autoencoder anomaly indicator

Final decision

0–10

Normal

Normal

Normal

Normal

Normal

Normal

10–20

Normal

Normal

Normal

Normal

Normal

Normal

20–30

Anomalous

Anomalous

Anomalous

Anomalous

Anomalous

Anomalous

30–40

Normal

Normal

Normal

Normal

Normal

Normal

40–50

Normal

Normal

Normal

Normal

Normal

Normal