Table 1 Performance comparison of different models for scenarios in the test networks
From: Real-time outage management in active distribution networks using reinforcement learning over graphs
Network | Method | Scenario 1 | Scenario 2 |
|---|---|---|---|
| Â | Â | Mean time (s) | Mean time (s) |
13-bus | GCAPS | 0.0049 | 0.0056 |
| Â | MLP | 0.0039 | 0.0054 |
| Â | BPSO | 500.15 | 540.20 |
| Â | MISOCP | 0.3040 | 0.2318 |
34-bus | GCAPS | 0.0030 | 0.0025 |
| Â | MLP | 0.0022 | 0.0020 |
| Â | BPSO | 2580.15 | 2540.20 |
| Â | MISOCP | 0.5668 | 0.5676 |
123-bus | GCAPS | 0.0090 | 0.0078 |
| Â | MLP | 0.0030 | 0.0050 |
| Â | BPSO | 302301.99 | 253251.16 |
| Â | MISOCP | 0.91 | 0.918 |
