Advances, Systems and Applications
Sub-Problem | Description | Type of method | Status |
---|---|---|---|
Loss minimization | In reconfiguration of networks, it is beneficial to select the configuration that provides the minimum distribution losses. | RL RL + Q-Learning GA Minimum Spanning Tree | [31] [60] |
Planning and Control | Increase generation capacity and optimize transmission and distribution system design. | ANN + GA DRO + DNN | [5] [61] |
Voltage limit violation | Maintaining the voltages within specified limits in all parts of the distribution network is essential. | HR + ES | [3] |
Protection device coordination | Coordination between protection devices in the network should be done properly in order to avoid adverse effects. | Multiagent Systems + Q-Learning | [62] |
Load balance of equipment | Realize the load balance of equipment such as transformers and feeders, and avoid the situation that some equipment is overloaded and other equipment is lightly loaded. | LSTM + GRU Q-Learning RL + Q-Learning HR | [63] [64] [56] [35] |
Real time implementation | Real time operation of restoration assistance system will be beneficial. | HS Multiagent Systems GAM | [65] [66] [36] |
Cost control | Reduce power losses and switching costs in distribution networks. | LSTM + ADR Quantum PSO HSA | [67] [68] [69] |