results.txt

For 125 nodes all the algorithms were capable of finding the same path but in different time:
Total Reward: -5.0, Distance: 2.0, Travel Time: 3.129411764705883

For 250 nodes all the algorithms were capable of finding the same path:
Epoch 2000: Total Reward: -5.0, Distance: 2.0, Travel Time: 3.129411764705883, Max Q-Value Change: 68.18051147460938, Battery Charge: 78.30000000000001, Epsilon: 0.0270399850795


For 500 nodes
Epoch 1939: Total Reward: -15.0, Distance: 6.0, Travel Time: 9.388235294117647, Max Q-Value Change: 0.361136668224533, Battery Charge: 74.90000000000003, Epsilon: 0.03592705996545944

DQL: Epoch 1272: Total Reward: -7.5, Distance: 3.0, Travel Time: 4.694117647058825, Max Q-Value Change: 1082.822998046875, Battery Charge: 77.45000000000002, Epsilon: 0.05601844111941601






----------------- Different charging stations ----------------
Ratio 60:

Epoch 2000: Total Reward: -10.0, Distance: 4.0, Travel Time: 6.258823529411766, Max Q-Value Change: 0.04377023679188405, Battery Charge: 76.60000000000002, Epsilon: 0.03379998134937485

DQL: Epoch 2000: Total Reward: -5.0, Distance: 2.0, Travel Time: 3.129411764705883, Max Q-Value Change: 213.5946807861328, Battery Charge: 78.30000000000001, Epsilon: 0.0270399850795






Ratio 30:
Epoch 1816: Total Reward: -10.0, Distance: 4.0, Travel Time: 6.258823529411766, Max Q-Value Change: 0.20592008323974142, Battery Charge: 76.60000000000002, Epsilon: 0.04063185285455041
Epoch 2000: Total Reward: -5.0, Distance: 2.0, Travel Time: 3.129411764705883, Max Q-Value Change: 4.145276069641113, Battery Charge: 78.30000000000001, Epsilon: 0.0270399850795