With the rise of new energy power generation, various energy storage methods have emerged, such as lithium battery energy storage, flywheel energy storage (FESS), supercapacitor, superconducting magnetic en. There is a rapid evolution of power systems globally, which has necessitated an increase i. 2.1. Time distribution of literature retrievalFrom the perspective of the literature index, the number of literatures in relevant fields and the distribution of publication time can objectively reflec. 3.1. Energy storage, renewable energy and frequency controlWith increasing attention to energy security issues, renewable energy sources such as wind power and. FESS technology has unique advantages over other energy storage methods: high energy storage density, high energy conversion rate, short charging and discharging time. The authors gratefully acknowledge the support by the National Natural Science Foundation of China (NFSC, Grant No. 52007025) and the Science and Technology Sup.