Open Access
Table 3
Comparison of comprehensive performance indicators for different systems.
| Performance indicators | System | |||
|---|---|---|---|---|
| RBS | CNN-LSTM-ACO | LSTM-AA-GA | LSTM-AA-TS-ACO | |
| Decision latency (s) | 0.86±0.2 | 3.54±0.66 | 4.16s±0.73 | 3.50±0.51 |
| System throughput (tasks/min) | 45.28±3.58 | 28.7±2.88 | 26.5±2.55 | 30.38±2.21 |
| CPU utilization (%) | 12.35±1.54 | 65.8±4.23 | 72.40±5.15 | 63.94±3.05 |
| Memory usage (GB) | 1.25±0.1 | 4.87±0.35 | 4.24±0.49 | 4.04±0.20 |
| One-time running energy consumption | 15.21±2.18 | 86.57±7.83 | 95.84±8.53 | 70.36±6.93 |
| Anomaly times (per 24h) | 0.14±0.31 | 1.85±0.72 | 1.53±0.63 | 1.24±0.55 |
| Training time (hours) | 0 | 5.32±0.82 | 8.56±1.22 | 8.16±1.08 |
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