Explainable MPC on Building Energy Management HVAC
39.4Accuracy (AC)HCA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HCA2026.05 | 39.4 | 0 | 9.6 | |
| LSTM+Attn2026.05 | 32.4 | 39.3 | 10.1 | |
| RETAIN2026.05 | 32.2 | 1.7 | 15.9 | |
| IOC2026.05 | 31.6 | 91.1 | 9.9 | |
| HCAAblation=Excluded KKT2026.05 | 25.8 | 3.2 | 12.1 | |
| LIME2026.05 | 22.5 | 1.6 | 15.4 | |
| HCAAblation=Excluded PCMCI2026.05 | 21.6 | 1.3 | 11.1 | |
| KG only2026.05 | 21.4 | 0.5 | 15.4 | |
| Physics only2026.05 | 21.3 | 0.1 | 15.4 | |
| SHAP2026.05 | 20.6 | 0 | 13.5 | |
| PCMCI only2026.05 | 20.4 | 0 | 9.7 | |
| HCAAblation=Excluded Knowledge Graph (KG)2026.05 | 20.1 | 0 | 8 | |
| MPC-XAI2026.05 | 19.4 | 100 | 5.5 | |
| KKT only2026.05 | 19.2 | 0 | 8.3 |