Explainable MPC on Tennessee Eastman Process (TEP)
0.415AC ScoreHCA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HCAAblation=Excluded PCMCI2026.05 | 0.415 | 0.135 | 0.069 | |
| HCA2026.05 | 0.406 | 0.092 | 0.08 | |
| Physics only2026.05 | 0.4 | 0.043 | 0.044 | |
| HCAAblation=Excluded Knowledge Graph (KG)2026.05 | 0.393 | 0.228 | 0.071 | |
| HCAAblation=Excluded KKT2026.05 | 0.391 | 0.118 | 0.065 | |
| KG only2026.05 | 0.391 | 0.045 | 0.043 | |
| KKT only2026.05 | 0.389 | 0.173 | 0.053 | |
| MPC-XAI2026.05 | 0.378 | 0.997 | 0.087 | |
| PCMCI only2026.05 | 0.366 | 0.137 | 0.037 | |
| LIME2026.05 | 0.356 | 0.035 | 0.054 | |
| RETAIN2026.05 | 0.35 | 0.046 | 0.047 | |
| LSTM+Attn2026.05 | 0.345 | 0 | 0.042 | |
| IOC2026.05 | 0.335 | 0.902 | 0.089 | |
| SHAP2026.05 | 0.308 | 0.02 | 0.048 |