Table 9.
Exemplar results of the Real-Time Learning System.
| Prediction Score Threshold: 0.89 | Prediction Score Threshold: 0.8 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Training Time (s) | 67 | 20 | 25 | 57 | 169 | The system’s overall performance in five consecutive days | ||||
| Classification Labels | CNN | LSTM | Bi-LSTM | Bi-LSTM + Btc.N. | Total Update | 8 June 2021 | 9 June 2021 | 10 June 2021 | 11 June 2021 | 12 June 2021 |
| 11 | 1 | 1 | - | - | 2 | 0 | 0 | 0 | 0 | 0 |
| 12 | 1 | 1 | - | - | 2 | 0 | 0 | 0 | 0 | 0 |
| 13 | 1 | 1 | - | - | 2 | 0 | 0 | 0 | 0 | 0 |
| 14 | 1 | 1 | - | - | 2 | 0 | 0 | 0 | 0 | 0 |
| 15 | 1 | - | - | 1 | 2 | 134 | 705 | 644 | 709 | 685 |
| 16 | 1 | 1 | - | - | 2 | 0 | 0 | 0 | 0 | 0 |
| 17 | 1 | - | - | 1 | 2 | 61 | 201 | 203 | 203 | 214 |
| 18 | 1 | - | - | - | 1 | 270 | 485 | 495 | 528 | 527 |
| 19 | 1 | 1 | - | - | 2 | 0 | 0 | 0 | 0 | 0 |
| 20 | 1 | - | 1 | - | 2 | 0 | 0 | 0 | 0 | 14 |
| Total Update | 10 | 6 | 1 | 2 | 19 | 465 | 1391 | 1342 | 1440 | 1440 |
| Total Input | 10 | 10 | 4 | 3 | 20 | 465 | 1392 | 1343 | 1440 | 1440 |
| Accuracy (%) | 100 | - | - | - | 95 | 100 | 99.93 | 99.93 | 100 | 100 |