Multi-zone HVAC control on 5-zone EnergyPlus building simulation (winter setting)
249.13Energy Consumption (kWh)LLM heuristic
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM heuristicprompting=heuristic2026.06 | 249.13 | 26.82 | |
| LLM historyprompting=history-based2026.06 | 255.09 | 16.41 | |
| RBC2026.06 | 255.7 | 28.91 | |
| Darlin2026.06 | 256.45 | 21.09 | |
| ThermoLLM2026.06 | 271.75 | 4.95 | |
| MPC2026.06 | 294.67 | 18.49 | |
| QL2026.06 | 304.96 | 28.39 | |
| PPO2026.06 | 342.49 | 12.5 |