Network-constrained Unit Commitment Acceleration on IEEE 73 Bus System (10% Load Perturbation)
0Relative Cost ErrorMILP
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MILPAcceleration Method=Full MILP formulation2026.04 | 0 | 1,149.33 | 0 | 0 | 0 | 0 | |
| KNNAcceleration Method=KNN-based masking2026.04 | 30 | 558.34 | 51.42 | 24.46 | 12.4 | 37.23 | |
| LLMAcceleration Method=LLM-Assisted commitment restriction2026.04 | 30 | 171.58 | 85.11 | 36.73 | 22.52 | 66.41 | |
| K-meansAcceleration Method=K-means-based masking2026.04 | 36 | 714.54 | 37.83 | 33.08 | 6.4 | 22.5 |