Traffic Management (Speed Guidance) on Highway Ramp
6.3Average Speed (m/s)Oracle Transfer
Evaluation results
| Method | Links | |
|---|---|---|
| Oracle TransferTraining Complexity=n × n, The number of source tasks k=n2023.11 | 6.3 | |
| Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=152023.11 | 6.25 | |
| Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=152023.11 | 6.03 | |
| Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=102023.11 | 5.87 | |
| Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=52023.11 | 5.7 | |
| Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=15‡2023.11 | 5.56 | |
| Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=102023.11 | 5.54 | |
| Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=10‡2023.11 | 5.44 | |
| Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=5‡2023.11 | 5.31 | |
| Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=52023.11 | 5.19 | |
| Exhaustive RLTraining Complexity=n, The number of source tasks k=-2023.11 | 4.99 | |
| Multitask RLTraining Complexity=n†, The number of source tasks k=-2023.11 | 4.42 | |
| 100% UnguidedTraining Complexity=0, The number of source tasks k=-2023.11 | 3.95 |