Research Article
Employing a Machine Learning Approach to Detect Combined Internet of Things Attacks against Two Objective Functions Using a Novel Dataset
Table 5
Final preprocessed dataset.
| | Node | Received | Lost | Hops | RtMetric | ETX | Churn | Beacon interval | CPU power | LPM power | Listen power | Transmit power | Power | On-time | Listen duty | Transmit duty | Avg inter | Min inter | Max inter | Of | Mal/Ben |
| | 2 | 8 | 1 | 3 | 12 | 13 | 1 | 9 | 7 | 8 | 7 | 7 | 7 | 9 | 7 | 7 | 7 | 8 | 7 | 1 | 1 | | 3 | 9 | 1 | 1 | 4 | 4 | 0 | 9 | 7 | 7 | 7 | 7 | 7 | 9 | 7 | 7 | 7 | 6 | 6 | 1 | 1 | | 4 | 8 | 0 | 2 | 8 | 8 | 0 | 10 | 6 | 9 | 6 | 6 | 7 | 8 | 6 | 7 | 7 | 8 | 6 | 1 | 1 | | 5 | 9 | 0 | 1 | 5 | 5 | 4 | 9 | 8 | 7 | 8 | 8 | 8 | 9 | 8 | 8 | 7 | 8 | 7 | 1 | 1 | | 6 | 9 | 2 | 1 | 4 | 4 | 2 | 9 | 9 | 5 | 8 | 7 | 8 | 9 | 8 | 7 | 7 | 7 | 6 | 1 | 1 | | 7 | 8 | 1 | 2 | 8 | 8 | 1 | 9 | 7 | 7 | 7 | 7 | 7 | 8 | 7 | 7 | 7 | 6 | 6 | 1 | 1 | | 8 | 8 | 0 | 2 | 8 | 8 | 0 | 10 | 7 | 8 | 7 | 6 | 7 | 8 | 7 | 7 | 7 | 6 | 6 | 1 | 1 | | 9 | 8 | 0 | 2 | 8 | 8 | 0 | 10 | 9 | 6 | 7 | 7 | 7 | 8 | 7 | 7 | 7 | 6 | 6 | 1 | 1 | | 10 | 8 | 0 | 2 | 8 | 8 | 0 | 9 | 7 | 8 | 7 | 6 | 7 | 8 | 7 | 7 | 7 | 6 | 6 | 1 | 1 | | 11 | 8 | 0 | 3 | 12 | 12 | 0 | 9 | 6 | 9 | 7 | 6 | 7 | 8 | 7 | 7 | 7 | 7 | 6 | 1 | 1 | | 2 | 4 | 0 | 3 | 12 | 12 | 0 | 5 | 6 | 9 | 7 | 6 | 7 | 4 | 7 | 7 | 6 | 8 | 6 | 2 | 2 | | 3 | 4 | 0 | 1 | 4 | 4 | 0 | 6 | 7 | 8 | 6 | 5 | 6 | 4 | 6 | 6 | 6 | 5 | 6 | 2 | 2 | | 4 | 4 | 0 | 2 | 8 | 8 | 0 | 5 | 6 | 9 | 7 | 6 | 7 | 4 | 6 | 7 | 6 | 8 | 6 | 2 | 2 | | 5 | 4 | 0 | 1 | 4 | 4 | 0 | 5 | 7 | 8 | 7 | 5 | 7 | 4 | 7 | 6 | 7 | 8 | 6 | 2 | 2 | | 6 | 4 | 0 | 1 | 4 | 4 | 0 | 5 | 8 | 6 | 7 | 5 | 7 | 4 | 7 | 6 | 7 | 9 | 6 | 2 | 2 | | 7 | 4 | 0 | 2 | 8 | 8 | 0 | 5 | 7 | 8 | 7 | 6 | 7 | 4 | 7 | 7 | 6 | 9 | 6 | 2 | 2 | | 8 | 4 | 0 | 2 | 8 | 8 | 0 | 5 | 7 | 8 | 7 | 7 | 7 | 4 | 7 | 7 | 7 | 6 | 6 | 2 | 2 | | 9 | 4 | 0 | 2 | 8 | 8 | 0 | 5 | 9 | 6 | 8 | 8 | 8 | 4 | 8 | 8 | 7 | 8 | 6 | 2 | 2 | | 10 | 4 | 0 | 2 | 8 | 8 | 0 | 5 | 6 | 8 | 7 | 6 | 7 | 4 | 7 | 7 | 7 | 7 | 6 | 2 | 2 | | 11 | 4 | 0 | 3 | 12 | 12 | 0 | 5 | 6 | 9 | 7 | 6 | 7 | 4 | 7 | 7 | 7 | 7 | 6 | 2 | 2 |
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