Wind power forecasting on 8 target wind farms aggregated (test)
2.9MAE (%)climate-aware transfer learning method
Evaluation results
| Method | Links | ||
|---|---|---|---|
| climate-aware transfer learning methodClusters=2, Data Capacity=40%2026.01 | 2.9 | 0.91 | |
| climate-aware transfer learning methodClusters=2, Data Capacity=50%2026.01 | 2.9 | 0.91 | |
| climate-aware transfer learning methodClusters=2, Data Capacity=30%2026.01 | 3 | 0.91 | |
| climate-aware transfer learning methodClusters=5, Data Capacity=40%2026.01 | 3.1 | 0.97 | |
| climate-aware transfer learning methodClusters=1, Data Capacity=50%2026.01 | 3.1 | 0.96 | |
| climate-aware transfer learning methodClusters=5, Data Capacity=50%2026.01 | 3.1 | 0.97 | |
| climate-aware transfer learning methodClusters=7, Data Capacity=50%2026.01 | 3.1 | 0.95 | |
| climate-aware transfer learning methodClusters=2, Data Capacity=20%2026.01 | 3.2 | 0.89 | |
| climate-aware transfer learning methodClusters=1, Data Capacity=30%2026.01 | 3.2 | 0.96 | |
| climate-aware transfer learning methodClusters=5, Data Capacity=30%2026.01 | 3.2 | 0.96 | |
| climate-aware transfer learning methodClusters=1, Data Capacity=40%2026.01 | 3.2 | 0.96 | |
| climate-aware transfer learning methodClusters=3, Data Capacity=40%2026.01 | 3.2 | 0.98 | |
| climate-aware transfer learning methodClusters=7, Data Capacity=40%2026.01 | 3.2 | 0.95 | |
| climate-aware transfer learning methodClusters=3, Data Capacity=50%2026.01 | 3.2 | 0.98 | |
| climate-aware transfer learning methodClusters=Average, Data Capacity=50%2026.01 | 3.22 | 0.963 | |
| climate-aware transfer learning methodClusters=Average, Data Capacity=40%2026.01 | 3.23 | 0.963 | |
| climate-aware transfer learning methodClusters=1, Data Capacity=20%2026.01 | 3.3 | 0.96 | |
| climate-aware transfer learning methodClusters=3, Data Capacity=30%2026.01 | 3.3 | 0.98 | |
| climate-aware transfer learning methodClusters=Average, Data Capacity=30%2026.01 | 3.3 | 0.96 | |
| climate-aware transfer learning methodClusters=6, Data Capacity=40%2026.01 | 3.3 | 0.96 | |
| climate-aware transfer learning methodClusters=6, Data Capacity=50%2026.01 | 3.3 | 0.96 | |
| climate-aware transfer learning methodClusters=6, Data Capacity=30%2026.01 | 3.4 | 0.96 | |
| climate-aware transfer learning methodClusters=7, Data Capacity=30%2026.01 | 3.4 | 0.94 | |
| climate-aware transfer learning methodClusters=4, Data Capacity=40%2026.01 | 3.4 | 0.97 | |
| climate-aware transfer learning methodClusters=4, Data Capacity=50%2026.01 | 3.4 | 0.97 | |
| climate-aware transfer learning methodClusters=0, Data Capacity=30%2026.01 | 3.5 | 0.97 | |
| climate-aware transfer learning methodClusters=4, Data Capacity=30%2026.01 | 3.5 | 0.97 | |
| climate-aware transfer learning methodClusters=0, Data Capacity=40%2026.01 | 3.5 | 0.97 | |
| climate-aware transfer learning methodClusters=0, Data Capacity=50%2026.01 | 3.5 | 0.97 | |
| climate-aware transfer learning methodClusters=Average, Data Capacity=20%2026.01 | 3.52 | 0.956 | |
| BaselineData Capacity=50%2026.01 | 3.55 | 0.959 | |
| BaselineData Capacity=40%2026.01 | 3.59 | 0.957 | |
| climate-aware transfer learning methodClusters=5, Data Capacity=20%2026.01 | 3.6 | 0.95 | |
| climate-aware transfer learning methodClusters=1, Data Capacity=10%2026.01 | 3.7 | 0.95 | |
| climate-aware transfer learning methodClusters=0, Data Capacity=20%2026.01 | 3.7 | 0.97 | |
| climate-aware transfer learning methodClusters=3, Data Capacity=20%2026.01 | 3.7 | 0.97 | |
| climate-aware transfer learning methodClusters=6, Data Capacity=20%2026.01 | 3.7 | 0.96 | |
| BaselineData Capacity=30%2026.01 | 3.74 | 0.953 | |
| climate-aware transfer learning methodClusters=7, Data Capacity=20%2026.01 | 3.8 | 0.93 | |
| climate-aware transfer learning methodClusters=2, Data Capacity=10%2026.01 | 3.9 | 0.85 | |
| climate-aware transfer learning methodClusters=4, Data Capacity=20%2026.01 | 3.9 | 0.97 | |
| BaselineData Capacity=20%2026.01 | 4.13 | 0.945 | |
| climate-aware transfer learning methodClusters=Average, Data Capacity=10%2026.01 | 4.34 | 0.933 | |
| climate-aware transfer learning methodClusters=0, Data Capacity=10%2026.01 | 4.4 | 0.96 | |
| climate-aware transfer learning methodClusters=3, Data Capacity=10%2026.01 | 4.5 | 0.96 | |
| climate-aware transfer learning methodClusters=5, Data Capacity=10%2026.01 | 4.5 | 0.94 | |
| climate-aware transfer learning methodClusters=6, Data Capacity=10%2026.01 | 4.8 | 0.92 | |
| climate-aware transfer learning methodClusters=4, Data Capacity=10%2026.01 | 5.1 | 0.94 | |
| BaselineData Capacity=10%2026.01 | 5.26 | 0.911 | |
| climate-aware transfer learning methodClusters=7, Data Capacity=10%2026.01 | 5.8 | 0.83 |