EV Charging Control on N=120 EV charging sessions (test)
55.7Charging CostDF-RL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DF-RLbeta=02026.06 | 55.7 | 48 | 24.9 | 177.46 | 121.76 | |
| RL (no forecast)Forecaster information=none2026.06 | 60.94 | 33 | 14.7 | 166.88 | 105.94 | |
| DF-RLbeta=0.42026.06 | 91.9 | 24 | 6.6 | 142.85 | 50.96 | |
| DF-RLbeta=0.82026.06 | 92.62 | 27 | 7.3 | 144.14 | 51.52 | |
| RL w/ Forecasterbeta=1, Forecaster information=conventional2026.06 | 93.42 | 33 | 7.3 | 151 | 57.58 | |
| DF-RLbeta=0.22026.06 | 93.79 | 21 | 6.3 | 142.85 | 51.16 | |
| DF-RLbeta=0.62026.06 | 94.69 | 24 | 6.6 | 142.9 | 48.21 | |
| RL w/ Real DepartureForecaster information=ground truth departure time2026.06 | 102.17 | 5 | 0.6 | 115.48 | 13.31 | |
| BAU (immediate charging)mode=immediate charging2026.06 | 168.43 | 0 | 0 | 168.43 | 0 |