notesum.ai
Published at November 29HVAC-DPT: A Decision Pretrained Transformer for HVAC Control
cs.LG
cs.AI
cs.MA
Released Date: November 29, 2024
Authors: Anaïs Berkes1
Aff.: 1Department of Computer Science & Technology, University of Cambridge, United Kingdom

| Controller | Jan | Feb | Mar | Apr | May | Jun | Jul | Aug | Sep | Oct | Nov | Dec |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Baseline | 56.75 | 62.52 | 56.30 | 55.78 | 44.54 | 73.15 | 73.38 | 71.65 | 57.57 | 50.87 | 53.87 | 74.38 |
| Expert | 29.51 | 35.77 | 29.92 | 29.15 | 23.88 | 61.16 | 61.84 | 59.92 | 42.88 | 27.11 | 28.07 | 43.62 |
| MARL | 67.74 | 74.63 | 67.84 | 68.46 | 56.73 | 84.75 | 84.42 | 81.74 | 67.13 | 58.39 | 62.24 | 81.85 |
| SARL | 67.25 | 74.55 | 68.03 | 69.15 | 57.78 | 85.92 | 86.05 | 83.97 | 69.75 | 61.23 | 65.24 | 84.85 |
| HVAC-DPT | 32.38 | 38.40 | 32.58 | 31.67 | 26.23 | 63.01 | 63.71 | 61.70 | 44.88 | 29.77 | 30.80 | 46.71 |