Virtual Sensor Estimation on District Heating Network Ideal Case (noise-free)
0.77RMSEGraph Transformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Graph TransformerApproach Type=Physics-Enhanced2024.04 | 0.77 | 0.52 | 99.87 | |
| ChebyNetApproach Type=Physics-Enhanced2024.04 | 1.25 | 0.88 | 99.79 | |
| GATv2Approach Type=Physics-Enhanced2024.04 | 1.29 | 0.88 | 99.78 | |
| FGOApproach Type=Physics-Enhanced2024.04 | 1.38 | 0.92 | 99.77 | |
| MLPApproach Type=Physics-Enhanced2024.04 | 1.83 | 1.35 | 99.69 | |
| CNNApproach Type=Physics-Enhanced2024.04 | 2.07 | 1.45 | 99.65 | |
| GATv2Approach Type=Data-Driven2024.04 | 2.13 | 1.37 | 99.64 | |
| MLPApproach Type=Data-Driven2024.04 | 2.39 | 1.7 | 99.6 | |
| CNNApproach Type=Data-Driven2024.04 | 2.83 | 2.13 | 99.53 | |
| FGOApproach Type=Data-Driven2024.04 | 3.55 | 1.81 | 99.41 | |
| Graph TransformerApproach Type=Data-Driven2024.04 | 4.12 | 1.61 | 99.31 | |
| ChebyNetApproach Type=Data-Driven2024.04 | 4.36 | 1.68 | 99.27 |