Virtual sensor estimation on District Heating Network Noisy Case
0.0225RMSEGATv2
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GATv2Approach=Physics-enhanced2024.04 | 0.0225 | 0.0171 | 96.24 | |
| FGOApproach=Physics-Enhanced2024.04 | 0.0228 | 0.0185 | 96.18 | |
| Graph TransformerApproach=Physics-Enhanced2024.04 | 0.0231 | 0.0175 | 96.14 | |
| ChebyNetApproach=Physics-Enhanced2024.04 | 0.0237 | 0.0181 | 96.04 | |
| CNNApproach=Physics-Enhanced2024.04 | 0.0282 | 0.0216 | 95.29 | |
| MLPApproach=Physics-Enhanced2024.04 | 0.0313 | 0.0238 | 94.78 | |
| CNNApproach=Data-Driven2024.04 | 0.0499 | 0.0373 | 91.66 | |
| ChebyNetApproach=Data-Driven2024.04 | 0.0501 | 0.038 | 91.62 | |
| GATv2Approach=Data-Driven2024.04 | 0.0559 | 0.0427 | 90.66 | |
| Graph TransformerApproach=Data-Driven2024.04 | 0.0571 | 0.0424 | 90.46 | |
| FGOApproach=Data-Driven2024.04 | 0.0633 | 0.0491 | 89.41 | |
| MLPApproach=Data-Driven2024.04 | 0.0745 | 0.0577 | 87.54 |