Transit Route Network Design on Bloomington network α = 1.0 transit-only
82.08Service RateAlphaTransit
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AlphaTransitNiter=5002026.05 | 82.08 | 508.8 | 82.55 | 2,586 | 110.58 | 267 | 45.02 | |
| Genetic Alg.2026.05 | 81.17 | 536.4 | 87.28 | 2,659.2 | 100.19 | 254 | 43.16 | |
| Pure MCTS2026.05 | 73.79 | 520.8 | 80.07 | 2,635.2 | 77.39 | 200.8 | 36.29 | |
| End-to-End RLbaseline=PPO, MCTS=false2026.05 | 73.7 | 602.4 | 85.29 | 3,031.2 | 83.78 | 346.5 | 43.31 | |
| RL Agentalpha=1, initialization=transit center2025.12 | 73.1 | 10.96 | 88.26 | 53.04 | 72.06 | 281 | 38.89 | |
| Neural Evol.2026.05 | 70.51 | 714.6 | 87.34 | 2,952 | 99.64 | 320 | 30.39 | |
| Bee Colony2026.05 | 64.74 | 717.6 | 84.45 | 2,914.8 | 89.36 | 301 | 28.78 | |
| Random Walk2026.05 | 62.79 | 943.2 | 79.87 | 2,847 | 36.85 | 109.4 | 28.61 | |
| Real-World2026.05 | 58.44 | 957 | 81.9 | 3,171 | 61.83 | 281 | 31.89 | |
| Real-worldalpha=1, initialization=transit center2025.12 | 58.2 | 15.87 | 82.14 | 52.85 | 62.74 | 281 | 32.15 | |
| Demand Cover2026.05 | 58.03 | 976.8 | 75.08 | 2,849.4 | 35.52 | 124.6 | 26.83 | |
| Shortest Path2026.05 | 56.5 | 1,222.2 | 69.6 | 2,570.4 | 23.47 | 48 | 18.15 |