Operational efficiency of energy storage system

What is the optimal operation problem of energy storage?

Conclusions In this paper, the optimal operation problem of energy storage considering energy storage operation efficiency and capacity attenuation is established, and the double-delay deep deterministic policy gradient algorithm is used to solve optimization operation results.

How to optimize the energy storage system?

The uncertainty of photovoltaic power generation output, electric vehicle charging load, and electricity price are considered to construct the IRL model for the optimal operation of the energy storage system. A double-delay deep deterministic policy gradient algorithm are utilized to solve the system optimization operation problems.

What is the optimal operation method for photovoltaic-storage charging station?

Therefore, an optimal operation method for the entire life cycle of the energy storage system of the photovoltaic-storage charging station based on intelligent reinforcement learning is proposed. Firstly, the energy storage operation efficiency model and the capacity attenuation model are finely modeled.

How is the energy storage charging and discharging strategy optimized?

The model is trained by the actual historical data, and the energy storage charging and discharging strategy is optimized in real time based on the current period status. Finally, the proposed method and model are tested, and the proposed method is compared with the traditional model-driven method.

How does photovoltaic storage work?

It stores excess electricity by the energy storage system or provides energy for electric vehicles when photovoltaics are insufficient. The electrical energy can be sold and purchased from the photovoltaic storage charging stations to the grid to satisfy the charging needs of electric vehicles and promote photovoltaic grid-connected consumption.

How do you calculate energy storage capacity decay cost?

The equation (23) is used to calculate the energy storage capacity decay cost corresponding to unit power in a period, and the corresponding penalty factor αk is obtained, and αk is updated after a capacity decay count period T1. (23) a k = E re, k start - E re, k end ∑ t = 1 T 1 P es, t c batt