Lithium battery intelligent container balancing battery pack

Is artificial neural network a balancing control strategy for lithium-ion battery packs?

Abstract: This study introduces a balancing control strategy that employs an Artificial Neural Network (ANN) to ensure State of Charge (SOC) balance across lithium-ion (Li-ion) battery packs, consistent with the framework of smart battery packs.

Is cell balancing a challenge for lithium-ion batteries?

This study investigates the challenge of cell balancing in battery management systems (BMS) for lithium-ion batteries. Effective cell balancing is crucial for maximizing the usable capacity and lifespan of battery packs, which is essential for the widespread adoption of electric vehicles and the reduction of greenhouse gas emissions.

What is a lithium ion battery pack?

As the core component for storing and delivering energy, lithium-ion battery packs have a significant impact on the range and performance of electric vehicles . The battery pack in an electric vehicle is composed of many identical battery cells connected in series or parallel .

Can a BMS balancing a lithium-ion battery?

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.