Energy system operating cost optimization on Pilot Energy System (yearly statistics over 4 runs)
60,284Mean Cost ($)IDAES
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| IDAESSingle run=true2026.04 | 60,284 | — | — | — | — | — | |
| MLRF2-MRwsuncertainty scaling parameter (κ)=2, model=Random Forest2026.04 | 73,054 | 73,250 | 72,039 | 73,677 | 659 | 0.91 | |
| MLGB-MRwsmodel=Gradient Boosting (GB)2026.04 | 73,188 | 73,109 | 71,778 | 74,758 | 1,075 | 1.47 | |
| MLRF1-MRwsuncertainty scaling parameter (κ)=1, model=Random Forest2026.04 | 73,807 | 74,024 | 72,660 | 74,520 | 695 | 0.95 | |
| MRwstype=Rule-based/Baseline2026.04 | 74,157 | 73,845 | 72,723 | 76,216 | 1,275 | 1.72 | |
| Rule-basedSingle run=true2026.04 | 80,194 | — | — | — | — | — | |
| HRdescription=Manual control2026.04 | 97,482 | 97,498 | 97,019 | 97,913 | 317 | 0.33 |