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Table 1 Summary of some exemplary studies using RL for EV charging management

From: A stochastic deep reinforcement learning agent for grid-friendly electric vehicle charging management

References

Temporal resolution

Objective

Stochastic policy

Voltage violation

Method

Chang et al. (2019)

30 mins

Cost, expected SOC at the end

No

No

Q-learning

Wan et al. (2019)

1 h

Cost, incl. battery degradation

No

No

DQN

Ding et al. (2020)

1 h

DSO profits

Yes

Yes

DDPG

Dorokhova et al. (2021)

1 h

PV self consumption

No

Yes

DDQN, DDPG, PDQN