TABLE 5. Comparison of Algorithm Performance.
Route | Route 1 | Route 2 | Route 3 | |||
---|---|---|---|---|---|---|
Training metrics | Iterations | Solving time/s | Iterations | Solving time/s | Iterations | Solving time/s |
Traditional Q-learning | 153 | 187 | 246 | 266 | 162 | 196 |
Improved Q-learning | 95 | 109 | 192 | 212 | 106 | 131 |
Optimization rate | 37.9% | 41.7% | 22% | 20.3% | 34.6% | 33.2% |