Battery parameters are important characteristics and attributes that determine a battery''s performance, state of battery, and behavior. These parameters give important information about the battery''s capacity, health, current condition, and practical constraints. An overview of some important battery parameters is discussed in Table 2 [24, 25, 26].
2.1. Battery energy storage systems (BESS) Electrochemical methods, primarily using batteries and capacitors, can store electrical energy. Batteries are considered to be well-established energy storage technologies that include notable characteristics such as high energy densities and elevated voltages .
An accurate estimation of the battery parameters is a key challenge in the battery management system due to its nonlinear characteristics.
Battery parameter estimation is fundamental to BMS, which ensures the safe and efficient operation of battery systems . Estimating parameters such SOC, SOH, and internal resistance allows BMS to make informed decisions regarding battery charging, discharging, and overall system control .
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