Thermal Prediction on PMSM (Permanent Magnet Synchronous Motor) profile_id=65 1.0
0.65MSE (Yoke)PatchTST (Data-Mixture)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PatchTST (Data-Mixture)Window Size=300 timesteps, Backbone=PatchTST, Training Data=Optimized mixture (43% size)2025.12 | 0.65 | 0.91 | 1.31 | 2.6 | 0.6 | 0.68 | 0.87 | 1.32 | 1.37 | |
| PatchTST (Full dataset)Window Size=300 timesteps, Backbone=PatchTST, Training Data=Full dataset2025.12 | 0.84 | 1.13 | 1.31 | 3.53 | 0.68 | 0.77 | 0.89 | 1.53 | 1.7 | |
| AttentionLSTMWindow Size=180 timesteps2025.12 | 1.04 | 1.84 | 2.82 | 1.17 | 3.51 | 6.05 | 8.75 | 3.05 | 1.72 | |
| LSTMWindow Size=180 timesteps2025.12 | 1.34 | 2.23 | 4.86 | 1.52 | 4.03 | 4.89 | 8.47 | 5.62 | 2.49 | |
| BiLSTMWindow Size=180 timesteps2025.12 | 2.04 | 2.82 | 5.28 | 5.61 | 4.58 | 4.89 | 10.09 | 6 | 3.94 | |
| TCNWindow Size=180 timesteps2025.12 | 6.9 | 2.84 | 1.8 | 0.65 | 5.24 | 6.24 | 7.92 | 5.84 | 3.04 |