“Traditional battery models have certain limitations, while data-driven models often have more unique advantages when dealing with complex systems. This article introduces the research progress in the field of battery management, and the research team systematically summarizes the modeling methods of lithium-ion batteries and conducts comparative analysis, providing reference for the application and future development of energy storage systems.”