Vehicle Rebalancing on DiDi Chuxing January 21, 2016 simulation (Single day with highest activity)
3.7Mean Wait Time (s)MPC-Perfect
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MPC-PerfectController Type=Non-causal (Upper bound), Algorithm=Algorithm 1, Planning horizon (T)=50, Forecast source=Exact customer demand, Forecast window (T_forward)=242017.09 | 3.7 | 0 | |
| MPC-LSTMController Type=Causal, Algorithm=Algorithm 1, Planning horizon (T)=50, Forecast source=LSTM forecasting model, Forecast window (T_forward)=242017.09 | 29.4 | 0 | |
| ReactiveController Type=Time-invariant reactive, Reference=[5]2017.09 | 283.3 | 72 | |
| TV-ReactiveController Type=Time-variant reactive, Algorithm=Algorithm 1, Planning horizon (T)=50, Prediction set=Empty2017.09 | 543.5 | 414 |