GA-based approach to optimize an equivalent electric circuit model of a Li-ion battery-pack
作者:
Highlights:
• Time and frequency domain tests are performed for a commercial Li-ion battery pack.
• Different RC networks have been used to modeling the battery pack.
• A Genetic Algorithm is applied to optimize the parameters of the battery model.
• A hardware-in-the-loop simulations platform reproduces real driving cycles of an electric vehicle.
• A low-order model reproduces with high accuracy the behavior of the battery pack.
摘要
•Time and frequency domain tests are performed for a commercial Li-ion battery pack.•Different RC networks have been used to modeling the battery pack.•A Genetic Algorithm is applied to optimize the parameters of the battery model.•A hardware-in-the-loop simulations platform reproduces real driving cycles of an electric vehicle.•A low-order model reproduces with high accuracy the behavior of the battery pack.
论文关键词:Li-ion battery-pack,Equivalent electric circuit,Genetic algorithm,Electric vehicle applications,HIL simulation
论文评审过程:Received 26 July 2020, Revised 15 December 2020, Accepted 19 January 2021, Available online 1 February 2021, Version of Record 10 February 2021.
论文官网地址:https://doi.org/10.1016/j.eswa.2021.114647