Abstract
In various areas of life, rechargeable lithium-ion batteries are the technology of choice. Equivalent circuit models are utilized extensively in characterizing and modeling energy storage systems. In real-time applications, several generic-based battery models are created to simulate the battery’s charging and discharging behavior more accurately. In this work, we present two generic battery models based on Mittag-Leffler function using a generic Standard battery model as a reference. These models are intended to fit the continuous discharging cycles of lithium-ion, Nickel-cadmium, and Nickel-metal hydride batteries, as well as one set from the NASA randomized battery usage dataset. We formulate the parameter identification as an optimization problem, solved with Marine Predator Algorithm. The optimized models show very good matching against the measured data. © 2024 IEEE.
Authors
Abdelhafiz S.M., Fouda M.E., Radwan A.G.
Document Type
Source
Proceedings – IEEE International Symposium on Circuits and Systems, Doi:10.1109/ISCAS58744.2024.10558304