Table 3.
LSTM-autoencoders recall metrics.
| Historical Maintenance Records | Recall Metrics | |||
|---|---|---|---|---|
| Equipment State | Dates | Initial | Intermediate | Bad |
| Initial | 2019-12-24 T 01:01:49–2019-12-25 T 02:42:55 | 80.98% | 81.23% | 81.34% |
| Intermediate | 2020-01-10 T 00:38:54–2020-01-10 T 23:01:24 | 81.97% | 81.91% | 81.91% |
| Bad | 2020-01-13 T 00:05:47–2020-01-13 T 23:38:20 | 78.28% | 78.31% | 78.29% |
| Initial | 2020-02-20 T 00:46:49–2020-02-21 T 22:38:45 | 87.82% | 88.18% | 87.82% |
| Intermediate | 2020-02-25 T 01:20:54–2020-02-26 T 03:46:3 | 74.41% | 74.44% | 74.49% |
| Bad | 2020-03-01 T 01:53:56–2020-03-01 T 21:37:48 | 65.62% | 65.80% | 65.60% |
| Initial | 2020-03-02 T 01:00:14–2020-03-02 T 23:15:5 | 76.06% | 76.23% | 75.98% |
| Intermediate | 2020-03-08 T 00:10:24–2020-03-08 T 22:46:33 | 73.48% | 73.66% | 73.61% |
| Bad | 2020-03-16 T 09:13:47–2020-03-16 T 21:37:4 | 77.26% | 77.20% | 77.15% |