In this paper, a deep reinforcement learning-based method is proposed for the balancing aspect of a BMS for lithium-ion batteries. This approach considers both charging and discharging scenarios. In this study, the passive balancing problem with switched shunt resistor is modeled as a complex environment with actions to change the state of the.
This battery balancing method uses resistors in a balancing circuit that equalizes the voltage of each cell by the dissipation of energy from higher cell voltage and formulates the entire cell voltages equivalent to the lowest cell voltage. This technique can be classified as a fixed shunt resistor and switching shunt resistor method.
What are the different types of battery balancing methods?
These methods can be broadly categorized into four types: passive cell balancing, active cell balancing using capacitors, Lossless Balancing, and Redox Shuttle. Each Cell Balancing Technique approaches cell voltage and state of charge (SOC) equalization differently. Dig into the types of Battery balancing methods and learn their comparison!
Are battery cell balancing methods essential for EV operation?
This article has conducted a thorough review of battery cell balancing methods which is essential for EV operation to improve the battery lifespan, increasing driving range and manage safety issues. A brief review on classification based on energy handling methods and control variables is also discussed.
The multi cell to multi cell (MCTMC) construction provides the fastest balancing speed and the highest efficiency (Ling et al., 2015). The various battery cell balancing techniques based on criteria such as cost-effectiveness and scalability is shown in Table 10.
How to estimate battery cell balancing performance?
One of the most important parameters of estimation the performance of battery cell balancing is the equalization time. Other parameters such as power efficiency and loss are related to the balancing speed.
Why is battery balancing important?
Balancing is necessary to prevent overcharging or overdischarging of the cells, as these unbalanced cells lead to reduced battery pack performance, shortened lifetime, and, in severe cases, safety risks. Various balancing techniques have been proposed in the literature, including passive, and active balancing methods.