Analysis of energy storage demand for peak shaving and frequency regulation of power systems with high penetration of renewable energy. (15th March 2023)

• Record Type: Journal Article
• Authors: Wang, Sen; Li, Fengting; Zhang, Gaohang; Yin, Chunya
• Is Part Of: Energy. Volume 267(2023)
• Publication Date: 2023-03-15
• Subjects: Power systems with high penetration of renewable energy -- Peak shaving -- Frequency regulation -- Energy storage -- Demand capacity; Power resources -- Periodicals; Power (Mechanics) -- Periodicals; Energy consumption -- Periodicals; 333.7905
• DOI: 10.1016/j.energy.2022.126586
• Languages: English
• ISSNs: 0360-5442

Abstract

Abstract: Energy storage (ES) can mitigate the pressure of peak shaving and frequency regulation in power systems with high penetration of renewable energy (RE) caused by uncertainty and inflexibility. However, the demand for ES capacity to enhance the peak shaving and frequency regulation capability of power systems with high penetration of RE has not been clarified at present. In this context, this study provides an approach to analyzing the ES demand capacity for peak shaving and frequency regulation. Firstly, to portray the uncertainty of the net load, a scenario set generation method is proposed based on the quantile regression analysis and Gaussian mixture model clustering. Then, a multi-scenario and multi-time scale optimal operation model is established to handle the uncertainty of net load, and the power correction model for ES operations is established to accommodate the balance of ES charging/discharging and optimization of system operation cost. Finally, based on the solution results of the above models, the method for determining the system's demand for ES capacity is proposed, and the relationship between the penetration of RE, ES power and capacity, and the confidence level of meeting demand is obtained. Numerical studies show that with a confidence level of 90% for satisfying demand, the 49.5% RE penetration system (the maximum load is 9896.42 MW) needs ES power and capacity of 1358 MW and 4122 MWh for peaking and ES power and capacity of 478 MW and 47 MWh for frequency regulation. Further, as the penetration of RE increases, the proportion of ES demand power to the system's power supply capacity and duration demand of ES also increase. Highlights: A method for portraying the uncertainty of net load is proposed. An operation model for combined conventional units and energy storage is built. Two indicators of ESED and OCGR are proposed. An approach for determining the system's demand of energy storage is proposed. Relationship between the RE penetration, ES power, and confidence in satisfying.