Table 3 Computational resource requirements for ML models.
From: Machine learning algorithms for voltage stability assessment in electrical distribution systems
Model | Training time (s) | Inference time (ms/sample) | Memory usage (MB) | Model size (MB) | Scalability (samples/s) |
|---|---|---|---|---|---|
LR | 0.8 | 0.3 | 42 | 0.2 | 3,333 |
RF | 12.5 | 2.1 | 186 | 8.7 | 476 |
GB | 28.7 | 3.5 | 245 | 12.3 | 286 |
SVM | 18.3 | 4.2 | 173 | 5.6 | 238 |
FBLFA | N/A | 320.0 | 85 | N/A | 3 |
