In summary, the proposed microgrid source load energy storage minimization method based on improved competitive deep Q-network algorithm and digital twin aims to integrate the advantages of existing research, overcome its shortcomings, and provide a new efficient, flexible, and sustainable solution for energy management in microgrids.
Are source load and storage adjustable resources in a microgrid system?
When conducting collaborative optimization for source, load and storage in a microgrid, most of the existing literatures regard source, load, and storage as adjustable resources in the microgrid system from the perspective of the microgrid system so as to improve the safe, stable, efficient and economical operation level of the microgrid system.
What is a microgrid & how does it work?
A microgrid consisting of distributed renewable energy, energy storage, energy conversion devices, flexible load, etc. can coordinate multiple controllable resources, ensuring efficient and stable operation.
How can microgrids contribute to the power system?
Microgrids can participate in the operation of the entire power system through “distributed autonomy or centralized coordination”, thereby achieving large-scale and efficient grid-connected application of renewable energy and improving power quality and safe, stable, economical and efficient operation level of the power system [16, 17].
Can energy storage and PV cooperative control improve dc microgrid performance?
An energy-storage and PV cooperative control method for smoothing the output power fluctuation of photovoltaic power generation system caused by illumination change based on the energy storage system is proposed in the literature, which effectively improves the performance of the DC microgrid.
What is multi-type controllable source charge and energy storage?
In the context of DC microgrids, multi-type controllable source and energy storage adopt the same state variable to participate in regulation. This makes the system's cooperative optimization monitoring more comprehensive and the cooperative operation more integrated.
What is a master-slave game optimization model for a microgrid?
A master-slave game optimization model for a microgrid is built. A storage operation method considering the overcharge/overdischarge risk is proposed. A flexible load operation method considering the power quality of load is proposed. An operation method considering the penalty of wind and PV curtailment is proposed.