A semi-empirical model refers to a mathematical model that combines physical laws with experimental data to fit the behavior of battery performance (such as capacity, internal resistance, lifespan, SOC/SOH) as it changes with usage conditions. This type of model balances the interpretability of theory with the flexibility of data-driven approaches and is widely used in fields such as battery management systems (BMS), aging prediction, and thermal management.